{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19c15bbd-1acb-4228-9a67-a1365f5aa15b",
   "metadata": {},
   "source": [
    "Chapter 04\n",
    "# 二元插值\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "70ac8ef6-d697-415b-b3c8-566beaa87833",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import interp2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "375b7e35-0c3d-43fb-b747-dff2d14d38ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "def surface(x1,x2):\n",
    "\n",
    "    v = (x1 + x2)*np.exp(-2*(x1**2 + x2**2))\n",
    "    return v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "89564154-c9c0-4fe0-9ac7-970fdcfee1c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1_data = np.linspace(-1, 1, 5)\n",
    "x2_data = np.linspace(-1, 1, 5)\n",
    "xx1_data, xx2_data = np.meshgrid(x1_data, x2_data)\n",
    "yy_data = surface(xx1_data,xx2_data)\n",
    "\n",
    "\n",
    "x1_grid = np.linspace(-1.1, 1.1, 23)\n",
    "x2_grid = np.linspace(-1.1, 1.1, 23)\n",
    "xx1_grid, xx2_grid = np.meshgrid(x1_grid, x2_grid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3240b42b-2089-4f45-9f6e-1a10922d91bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_20532\\1741469125.py:13: DeprecationWarning: `interp2d` is deprecated!\n",
      "`interp2d` is deprecated in SciPy 1.10 and will be removed in SciPy 1.12.0.\n",
      "\n",
      "For legacy code, nearly bug-for-bug compatible replacements are\n",
      "`RectBivariateSpline` on regular grids, and `bisplrep`/`bisplev` for\n",
      "scattered 2D data.\n",
      "\n",
      "In new code, for regular grids use `RegularGridInterpolator` instead.\n",
      "For scattered data, prefer `LinearNDInterpolator` or\n",
      "`CloughTocher2DInterpolator`.\n",
      "\n",
      "For more details see\n",
      "`https://gist.github.com/ev-br/8544371b40f414b7eaf3fe6217209bff`\n",
      "\n",
      "  f_interp = interp2d(xx1_data, xx2_data, yy_data, kind=kind)\n",
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_20532\\1741469125.py:14: DeprecationWarning:         `interp2d` is deprecated!\n",
      "        `interp2d` is deprecated in SciPy 1.10 and will be removed in SciPy 1.12.0.\n",
      "\n",
      "        For legacy code, nearly bug-for-bug compatible replacements are\n",
      "        `RectBivariateSpline` on regular grids, and `bisplrep`/`bisplev` for\n",
      "        scattered 2D data.\n",
      "\n",
      "        In new code, for regular grids use `RegularGridInterpolator` instead.\n",
      "        For scattered data, prefer `LinearNDInterpolator` or\n",
      "        `CloughTocher2DInterpolator`.\n",
      "\n",
      "        For more details see\n",
      "        `https://gist.github.com/ev-br/8544371b40f414b7eaf3fe6217209bff`\n",
      "\n",
      "  yy_interp_2D = f_interp(x1_grid, x2_grid)\n",
      "C:\\Users\\james\\AppData\\Local\\Temp\\ipykernel_20532\\1741469125.py:19: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3.  Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading'].  This will become an error two minor releases later.\n",
      "  plt.pcolormesh(xx1_grid, xx2_grid, yy_interp_2D, shading='flat', **lims)\n"
     ]
    },
    {
     "data": {
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Gh4fH5eoXKgv99bkiFZksNsLCwkhLSwOY0plap9ONG4ngWvbvKjzK9FH/owjNPDNdb8zo6ChFRUUAk2xk5kKgI5r+/n4KCwuJjo4mLy/PrWhsYlns6Ogo1dXVmEwm8vPzUalUcrQjzVRR8J7FENFMRLohk5jKmXpwcFAupa6srCQoKGic8Lg6U0vPAYrw+ANFaOYRh8NBV1cX/f39LFu2bJyNTFlZGampqVPayMyFQO51WCwWDh06NGXhgruvQdokjoyMJDw8nBUrVkw5U0USnZiYmHkvLFD2aPzPRKGZiFqtlgtNAGw2myw8E52ppco2V2dq6TlgvPAo00e9QxGaecC1N2Z0dBSDwcDy5cux2WyUl5fT09PDhg0bprWRmQuBiGisVis1NTXYbDZ27txJdHS0T55XSvG4DvOy2Wyy7UlTUxNlZWWy0aNerycqKmpOe1pfBb6MQjMRjUZDbGysPLbcarXKwiOdN5IztSQ8rs7UwLTTR12FR5k+OjXKFRhgJqbKNBqNPHK3sLCQ4ODgWW1k5oK/I5rBwUEKCwsJCgpCp9P5TGSmu2AnWttLhQV9fX3j/LakiCcyMjIg+xGLaYH5KgjNRLRa7aSRCJJdTkNDA6WlpW45UyvTR91DEZoAMtWIZalEc//+/SxbtmxcCs0f+CuiEUWR5uZmqqurWb58OXq9nvz8fJ8fYzamKizo6+ujv7+f1tZWHA4H0dHRsvCEhYV9ZS9+ia+i0ExEq9WOc6Z2rYSsra3FaDQSEREhC49rpKwIz+woQhMAJvbGuNrINDQ0YLFY2L59u7yR6U/8EdHYbDZKS0vp7++X7XCGhoYWhAVNSEgIKSkpsu2J1ATY29tLXV3duJJYXxUWKHs0/me6GTq+YuINi9lsloVHipQnCs9EZ2qYLDzNzc0MDw+zYsWKr9T0UUVo/MzEEcvSSdjX10dRUREhISFyNUwg8HVEMzw8TEFBASEhIeTl5Y2r5FlopppTNQFKeXqpsCA4OHhcRZuUp/+yIi2Ai22B83VEMxtBQUGTnKmlvUHJmVrq/ZKEZ6JPGyC3MUjX4Vdl+qgiNH7CtSFsouNyTU0NjY2NrFq1ivDwcLmMORBI/Tm+oLW1lYqKiimdo2cTGm+8znyNVCYtibxrYYFrnt7VscC16S/Qr9cfSN/RYnm9EoEWmolIJfhJSUmyM7V07rS3t8vO1FJhgbQ3aLfbJ5l9zjR99MsiPIrQ+IHpemNMJhNFRUVYLBa5cXFoaCggfS0SKpVK9n7yFrvdLlfHbdq0Sd5QnchCi2hmY6rCAml/p7Kyctw8Fb1eP87WPpCv05coQjN3XJ2ppd4vyZl6YGCA1tZW7HY70dHROBwOdDrduNc/3UgEV+G55JJLuPLKK7nkkkvm8616jSI0Pma6EcuSjUxCQgJbtmyRNxID1UApMdeIZmRkhMLCQrRaLXl5edNWx6lUqgWxRzMXdDqdnC5xnafS19dHS0sLoiiO299ZjIUFi1VoFrKbwUzO1C0tLQwNDfHpp59O60w9lfB0dnYu6jL9xfvKFxiz2ci0tbWRnZ09yUYm0EIzFwGQGknT09NZuXLlrBe6L1Nnsz2fv5lqnsrIyAh9fX2TCgtsNpvcW7HQWYxCI6WlF6rQTMTVmXp4eJjg4GDi4+MnOVO7Co/rTYsgCBiNRkJDQ+f5nXiPIjQ+YLpU2cjICEVFRQiCQF5e3pQnirTwB2pD1ptNervdTmVlJZ2dnW43kkrvxVfva6EthK6FBUuXLh1XWGC32ykrK6O+vn6cY8FCLCxYrEIDLBqhccXhcKDRaCYVpbhWQ9bX18uNye3t7SQkJDAyMkJERIRPXsODDz7I3XffTUdHBzk5Odx7770cffTRs/7e559/zrHHHsvatWspLCz06JiK0MyRqXpjANra2igvLyctLY2srKxpLwrp5w6Hw+2N5rngaQRlNBopLCxEEARyc3Pdvqvyh9As5L0P18KCjo4OVq9ejSiK9PX1yYUFUjms5FgQiO97Nhaj0Ejn72IUGiml7opKpSIyMpLIyEj5pkUaifDKK6/w6quvotFouPPOO6mqquL44493a2z7VLz44ovccsstPPjgg+zatYtHHnmE008/nfLyctLT06f9vcHBQb75zW9y4okn0tXV5fFxF983tUCQohiLxTJOZGw2G8XFxVRVVbFx40ZWr1494wXhKjSBwJMFu6uriz179hAdHc2OHTs8Ct1dhWY6FrJwzBW1Wk1cXBxZWVns2LGDXbt2kZaWhsVioaKigk8//ZT8/HwaGxsZHBwMaPrUFUVoAotUdTYT0kiEjIwMHn30UZqbm9FqtaxcuZLnnnuOnJwcbrrpJq+Of88993Dttddy3XXXsWbNGu69917S0tJ46KGHZvy9G264gUsvvZTc3FyvjqtENF4w3YjlwcFBuTdmpo1yV6SLxW63ByS14k5E43A4qK6uprW1lbVr18q9A54wm9B4KjILPaKZyMSF27UPQyoskCrampubxxUW6PX6cUO8/InrBNfFgmtP2mLDHaGZiFqtZnBwkJ/+9KckJydjNBoZGBjw+NgWi4XDhw9z2223jfv5Kaecwp49e6b9vaeeeoq6ujqee+45fvvb33p8XFCExiNmGrHc2NhITU2NxzYy0uMCGdHMdKyxsTGKioqw2+3k5uZ6PZ7AnYjGUxaT0MyEa2GBVJUkpUoMBoNcWOC6v+Mv77vF3Ky52F43eJciHxkZASA8PBxAPnc8xWAwYLfbZbcDicTERDo7O6f8nZqaGm677TY+/fTTOVW9KULjJhM3/CWRsVgslJSUMDw8zNatWz3u8JfKGAMlNDNVnfX09FBcXExiYiJr1qyZ0x6Cr4VmMS0q3kRrrjl6aYiXNPitoqJCtrTX6/VER0f7LPpdrEKz2F6zxFR7NLMxMjIi35z4gomf3XTngN1u59JLL+U3v/kNWVlZczqmIjRuMF1vTG9vL8XFxURHR7Nr1y6vL/5ACs1UEY0oitTW1tLY2Eh2djYpKSk+OY703L7iyxLRzMbEIV5Wq1XuOq+rq5MNHqWIZy6FBYtVaBbj/gx4lzqTSpvn+p7j4uJQq9WTopfu7u5JUQ447aUOHTpEQUEB3/3udwHnZy+KIhqNhnfffZcTTjjBrWMrQjMDM/XG1NXVyTYyaWlpc7pY5zOiMZvNFBUVYTab2blzp89KKL/KEQ349vVqtVri4+OJj48HnN+ZtL9TUVGB1Wqd5Fjg7vEVoQks3gjNyMiIT5qBdTodW7ZsYffu3Zx33nnyz3fv3s0555wz6fGRkZGUlJSM+9mDDz7IBx98wMsvv0xmZqbbx1aEZhqm640ZGxujuLgYi8Xis4U50BGNtPj39vZSVFREbGwsmzdv9mnnsRLR+I+goCCSkpJkny3J7kQqLADGORbMVFigCE3gkPZ4PRWa0dFRn41yv/XWW7niiivYunUrubm5clXbjTfeCMBPf/pT2traeOaZZ1CpVKxdu3bc7yckJBAcHDzp57OhCM0USLPCJ246dnV1UVpaSmJiIlu3bvVZH0SgIxq73U5dXR319fU+icim4qsc0QRSEKeyOxkeHqavr4+enh5qa2vRarXjKtokh23ptS6mzxYWr9BI1/h8RTQAF198Mb29vdxxxx10dHSwdu1a3nzzTZYuXQpAR0eHfLPiSxShccF1xLLkpSQIAna7naqqKtrb28nJySEpKcmnxw2k0NhsNsxmM62trWzfvp2oqCi/HWumkuTFZkGzWHAtLMjIyMBut8uOBZLbdmhoqLy/s9hKm2Fh+5zNhGt2xBOMRqPPIhqAm266ado+nKeffnrG37399tu5/fbbPT6mIjRHkHpjDh06REpKComJieNsZFQq1bQ2MnNFrVYHRGj6+/spKysDIC8vz+99O77sfVlsi+FCeb1qtRq9Xo9er2f58uVyYUFfX59cWCAIAnV1dej1eiIjIxeEY8FMLNaIxluhkSKaxcxXXmgm9sa4NmJKd4Dumkh6i78jGlEUaWpqoqamhrS0NFpbWwPSHOrrJkslopk7EwsLOjo6qKurw2w2U1ZWJs9RkSIeTwoLAsViFhq1Wu3x5zk6Oir30CxWvtJCM3HEsiAIaDQaLBYLxcXF9Pb2zjhvxVf4U2isViulpaUMDg6ydetWNBoNra2tfjnWRGa6oBbC4DN/sZgEUavVotVqyc7OlgsLpIq2xsZGBEEYt78TEhIy79/FYhUab/0MjUajIjSLFdfeGNfZD3a7nfr6eiIjI9m1a9e4jVN/4S+hGRwcpLCwkLCwMPLy8tDpdIyMjCwYXzVPF6zFtIAvFlyLAVwLC9LS0saZO3Z3d1NTU4NOpxvnWBCI62Mii1VovGnWBN9Wnc0XXzmhma43RrKR6e/vR6/Xs3Xr1oDduflaaERRpKWlhaqqqkmWOL4eSDYTyh7N9BiNRioqKtiyZYv8s5aWFmw2m0f9CXNlpqozydxRMni02+3U1NRQW1tLYmIi5eXlhIWFyW7VK1asCMhwrsXqDOBNDw3g0xEB88VXSmim640xm82UlJQwOjpKXFxcwPPSvhQam81GWVkZfX19bN68mdjY2EnHCtT8G18LzZclorFYLDzwwAM0NzczMjLCscceS0tLC/fffz+iKHLzzTeTlpYWkNfiyXkwMDDAfffdx9DQED/4wQ84+uij+eCDD3jyyScJDg7miiuuICkpaZxjgT8ij8Uc0XgjNKOjoz6vdA00Xxmhma43RrKRiYmJIS8vj9ra2oBbtku9LXNleHiYwsJCgoKCyMvLmzKt4es5MTPxZRIHT5jtPWu1WrKysmhububll1+mtbWVoqIixsbGyMjI8PueoCuenAfR0dGsXLmS/fv38+c//5ljjjmGjz/+mNDQUHbt2sUJJ5wgl1K3t7djs9nkqZF6vX7cuOK5sFiFZi57NIt5uiZ8BYRmut4Yh8NBbW0tTU1NrF69mtTUVARBQK1WY7VaA/oafRHRSIPWMjIyWLFixbQXtKtbtL8vViWimRpBEDj77LMBePGTEv5UnwARJxMcJdIYGs3Hfy/12bFm+8RsNht2m42ggwfde8Lgo+hfn8Oo2UpJp474aAPnrI7gpptuQq1WExYWRnJyMqIoMjo6KjsWNDY2jhsOFxMT43VhwWIVmrlENEoxwAJmJhuZoqIibDbbJBsZX0UXnjAXobHb7VRUVNDV1cXGjRvlstWZjgWB2Vj/Kpc3z7aACoJAeHoOpTGRiIJz8RkBRvpMAXh1UzA65sGDg0HnHFvQlbQLTWbQpAVUEATCw8MJDw8fV1jQ19dHV1cX1dXVBAUFjato0+l0bh09UNNofc1cigEUoVmgTDdiubOzk9LSUpKSkli9evWkEzZQzZOuqFQqucTaE0ZHRyksLEStVpOXl0dISIhbx4LAzL+ZSWhGR0fp6+ubZIky03N9mXg3v4Yfv9mMKDj7mUJsw4ypw+HI+4wJ1XLsCj3HrtQTFTK3nqeZPjpDj4HBwUGWr1ju1nOVllXwtz1dmIP1IIogCDxYaCIm+CDfOGnbtL/nWliQmZmJ3W6XHambm5vlwgJpfyc6OnrawgKHwxGQPjBf421Eo5Q3L0Am9sa42shUVlbK/j7TTY1Uq9WLIqKRBDM1NZWsrCy375T8YXY507GmOk5nZyclJSUEBwdTWVkpW6JIs1amuxgXS0Qz2+vcX2/gx2+2YD8iMsFaFT/OtvHOR2/SHrqMgdgc+o1W/lPcxf9Kuzl5dRzf2JrMptRInwtuq2qEPq2R9enRsz62u7ubH717CHPcBnTYuPeitXznX+WIgoo79w6zPL2NbVnujZhQq9XExsbKxSoWi0V2LKipqcFkMhEZGSlHO5GRkeOi8cWYOvMmEpNSkEp58wJC6o1xHfUq2cgUFhai0WhmtZFZ6Kkzh8NBZWUl7e3trFu3bso5EjMhfSbzEdG4johet24d0dHR2O12+vv76evro6qqCrPZLG8gx8bGyhvIX5aI5mDTAP/v5UrsgoYwwcKoqOP4lbFccO4utCrngnv2ubm8W2ngxcMdFLUN8VZ5D2+V95CVEMbFW5I4c20ioTrfpI48KQYoH1BjiNsAwO/PX8vRWQncfZ7ID/9dhajScPPrjbxwdQwZsZ5vXOt0OhISEkhISACck16l/Z2SkhIcDod8XpjN5kW58Nrtdq/Kv5Xy5gWCq43MxN6YlpYWKisrWbp0KStWrJj1Tmi+UmfuHNNoNFJUVIQoinPyXQvUxrrrcaS5NxaLhdzcXEJCQrBYLGi1WnmBEUWRsbEx+vr66Ovro6mpCZVKJefvA30DMBemWrz3NvRz80tlmGwOdmZE0dRnYnTIzClr4scVCAiCwFnrEjlrXSLlHcO8lN/BG6XdVHeP8n9v1fKXDxo4e10iF29JZlnc3KqR3BWajkETP/9vFQCXb0vm5DVOQTg1O5HS9hGe3t/GiNnO1c8W8Y+rN5EcNbfR0yEhIYSEhIwrLJAcCwYGBhgaGmJ4eHicY8FCx263u70P5YqyR7MAmG7D32q1UlZWRn9/v0c2Mgs1ddbd3U1JSQlJSUmsWrVqTpuhgXKLloRmYGCAwsJCoqOj5bk3Ux1fGlcbGhpKamoqDodDHmnc3d2NyWRi//794zrTF8um8Od1fXzv5XLMNgdHL9dz3a40rnymiBCtiqOWOydpTrXgZydFcPsZEXz/hExeK+7ixcPtNPebeP5QO88famdHRjTf2JLMcVmxaFTeVXDNJjRWu4Mf/ruCIZONtUkR3HrisnH/fssJyyjtGOZQ8xCGUSvXPlfMM9/cQHyEb1wDXAsL0tPTKSgoICIiQp4WKRUWuJ4X3izo/sabPRrJFmgxRnCuLGqhmW7E8sDAAEVFRbL1iic2GfOROpspinI4HNTU1NDc3ExOTg7JyclzPl4gS4UNBgMdHR2sXLmSpUuXepQCU6lUREdHy38qKyvJzMykv7+f6upqzGazbADp6WRJfzLxs/2kppdbXinHahc5bmUsfz5/Dfd/3AjAsStjCdbOvvhEhWj55o5ULt+ewr6Gfl441MEntb3sbxxgf+MAiRE6LtycxAUbk4gLdy6yPT09xMbGjoviu7q6xqVb3Ylo7vuokeK2YSKCNdx9/mq06vFZAbVK4J4LcrjgscP0jFhoHTBx/fMlPH3FBqJDfb9pL4oiYWFhJCUlkZmZic1mY3BwUI6Cy8rKCA8Pl6OdqKiogDgWzIY3ezQmkwm73a6kzuaDmWxkGhoaqKurY8WKFWRkZHi88Cyk1JnJZKKoqAir1Upubq7PwudARDR2u52xsTFGR0fZsmULer1+2se2traSlJQkX4R2u52Ojg5SU1Plx0j7NK55fFcDSCnNJi0uer2e4OC5pW98wQdVBn7wagU2h8hJq+L443mr0agE3q3oAeCUNZ41Z6oEgbxlevKW6WkfNPGv/A5eLeyka9jC3z5u4uFPmzl5dRzHp6mp27eb5cuXceqpp6JSqdi/fz/79+/nuOOOY/369cDsQvNRdS9P73OasP7fmVmkRk+doooJ1XLv17P55t8LsYtQZzBy4z9LePyy9YQH+XaZmbhgazSaSYUF0v6OtO8XGRkpRzyuhQWBxJuIZnR0FEBJnQWamWxkiouLMRqNbNu2jejoaK+ef6GkzgwGA8XFxcTFxfl0mif4P6IxGo0UFhZit9tZuXLljCJTW1tLTU0NbW1tbN26FYBDhw7R19fH2NgYK1eulB878TVPTLMNDw/T29tLR0cHVVVVhISEyKIT6DSbIDjF5Cf/qcTmEDl1TTx3nbMKrVpFafsw7YPmI2mz6T+b2UiOCuZ7x2fy7aOX8m5lD/885Fo8AHrVCrLLDJjt77AkLoYDBw4AjGtInkloxu3LbE/hxFUzi+L6lEhuO2UFv3unFoCyjhG+82IpD1+yjhA3ojZ3mS3dp9PpSExMlCM3qbCgr6+P1tbWcYUFer3eZ9MrZ8ObPprR0VFUKtWi2IOaiUUlNNP1xkiLsl6vn/NAr/muOhNFkdraWhobG1mzZs24u3p/HM/XGAwGioqKSEpKQqPRzJqy0Ov1qNVq+vr65IVwYGBALn+VmG0hcO3TAMYN+JLKZQOZZttd1cuv3qzHLsLXcuL53dmr5T0UKZo5ZkWsTxZgnUbFmWsTOXNtIqXtw/x9fysfVBnos4fwmTmNPUUO0tVd5OjCOf/o9eOMPKcTmkn7Mie4Z/R58ZYkCtuGeKO0GwHIbxni+y+Xc9+FOeg0vokiPHUGmFhYMDIyIkc8DQ0NcsGJq2OBP/A2ogmUEPqTRSE0rr0xE21kpP2LNWvWkJKSMucvREqdBXKWurTwS1HZ2NjYJMcCX+KPiEYURerr66mvryc7O5uUlBQOHTo063Ekp+zP9u6nsHWId9p16NRBrEyJp65smIRwMwkRQYQIFobMDhyiiMqN72XigC+j0Sjf1TY3N8tzVvyRZjvQDc/vrcchwtnrE7njjCzUqi/6l7xNmwGMmG20D5rpHDTRMWSmY8hM+6CJzkHn37uHzTgmfOQOVDTaY2gci+HzTy0c11nFSavj2JkZM+15Ptu+zHQIgsCvTl9JVdcItT1GVAJ8Xt/Pj/9TwZ/Oz/aqYGEic7GgEQSBiIgIIiIiSE9PH1dwIkXCwcHB8rkRHR3ts8ICb4RGmq6pCI2fkUYsT0yVSaW+DofDp/sX0okQSJsLlUqF1Wplz549xMTEsGnTJr9uXvo6orFarZSUlDA8PMyOHTuIjIwE3Be0sIhIXmgMpnxAhQPnBVUx2A/0T3rsT/d9RkKEjvjwoCP/1ZEQMfnvYbrxkwylNFtKSso4O5Sp0mzTdaXb7fZJJaomk4mgoCD5WP8u6uQftSpE4PwNS/j1GSvHCWN5xwhtR9JmR68YnzazO0R6Rsx0HBEN539N8v93DpoYNs8ebWtUAksigwgTzNiHetEIDhwINNmjGBiD/xR38Z/iLkJ1ajYmaNmZGkzKUhthR/ZS3N2XmY5QnZp7LsjmkicLGLXYUQnwflUvv/pfFb89a5VbNwoz4UuvM9eCE3B6v0mOBQ0NDXJpsatjgbfrgjdrypehWRMWsNBMHLHs2rQndcUnJyfPudR3Iq4D0AIhNKIo0tnZicViYc2aNaSnpy8qV+Xh4WEKCgoIDQ0lNzd33CLsznFsNhu3PLeP0gE1akHktCQLoRoRqzoUbWQchlEr3cNmuobM9I/ZsDlE2gfNtA+aZ3zeEK2KhIgg4sN1xEfoSDzyd1eRSkpNl6uWpGhnujSbw+Hg008/xWQyccIJJ8hD5N5//32SkpLYtm0brxR28ps3awCBCzYk8KsJImO02Hkxvx2AzNhQHvus+YuIZMj5Hu1ufC1RIRqSIoNYEhlMclQQSVHOvydFBZEcGURsuI6iwkI+/XQfhMKuXbuIiYnhf2+8Sbs1lMHITKqNIXQPW9jTamdPq4n7D+4lNzOGLemRPP55C+Devsx0ZMaG8n9nZXHrKxU4RFAJ8N+SbkK0an5x2vSmr+7gT2cAjUZDXFyc3A5hsVjkghOpsCAqKkqOeCIiItx+Ld7u0SgRjZ8QRVFuyIqNjZVFxtVA0puueHdwjWj8jcVioaSkhKGhIdRqNUuXLvX7McF3EU1HRwelpaXTOka7IzS/fjWfz9odCIjcfko6xyyL4tChQ9jtQ6SlRbF27VoAhoaGyC8sYvXGbXQNW+gZttA9bKZnxPnf7pEjPxuxMGyyMWZ10NQ3RlPfzGaRkcEaEiJ0siglhC8hOljAYLLQ1NyPqqaZKB2EBAdRW1uLVqvlgw8+YPv27Xz66aeMjo7S3d3Nc/ua+eMHTQCsjnKQHKnj9+/WOaORI2muIdMXfnblnSOUd45Mej0alUBihI4lUU4RWRIZRJIkIlHBLIkMcssVIDMzk4KCAjZs2CDvyZx5xtfYvXs3Z56eRVJyMmXtw7y0t5oD7Rbah218UtvHJ7V9gDMqSYoMonPIxJJI79KKJ6+O58odzj0jrUrAYhd5Kb+DMJ2a75+Q6fXiGUj3Zp1Ox5IlS1iyZIncUCzt70iFBa6O1NOJgnTjrEQ0CwQpiunv76e+vp5du3YBzjvnoqIi2UbGXxt20lhnfxcESE2MkZGRbNq0Sd4IDwRzjWgcDgdVVVW0tbWxYcMGudzY0+M8va+V12ucbsU/Oi6Fc7c6N5y3bt1KVVXVuIozQRBQC7AkMnjWhW/Maj8iOmZZfLqHv/h7z7CZ7mELJpuDIZONIZON2h7jtM8nAFHBViLUK7GN9BLcMsAzRbuxqkMxqRPp6whmyNQkP75yUEXlp60zPt9Ry2NIiQ4hKSqIpMggkqKCSYoMIi5cJ+/nzIXo6Gguu+yycT1ky5Yt46qrrpJ/ti4lEk1OGFdv1iNGJPKbN2soaB0CnNHX3e/Vc/d79eQkhXPSqjhOWBXnsRPB947PoKR9iPyWIeLDdfSMWHhqXythQWpuOMq7G6v5GhPg2lCckpIyrrCgt7eXuro6NBrNOEdqae9PWk+83aNZ7CwYoZnYG6PVarHb7ePGEmdkZLB8+XK/n2T+rMoSRZHm5maqq6vlXp+xsbGA9u7M5f2ZzWYKCwvl3p6ZLoKZhOaVgnb+8mEjAN8/IZMrcr+YKKnX68nNzZ30O+6KY4hWTbo+hHT99DcjoigybLY7RWeSEDlFqnvYgmHEgs0hMmByMIAAwpFUku3IHwCci4gAzohDNJGVGkdKTKgzxXUkOnmloIPnDrZz8po4/nx+tlvvZS5M1ag88WdSGqqx3ySLzK9OX8mY1c77VQYKWoYo6xihrGOEv37UyLK4UE7MiuXE1XFkL5l9kJlWreJP563hwify6RmxkL0knPLOEf72cROhOjVXbPesqlKaDrsQTDWnKixwHfwmFRZIKTbwXGi+DPYzsECEZqreGI1Gg81mo7CwkIGBgSnHEvsLf/XS2Gw2SktL6e/vZ+vWrcTEOK1HXK37A3EBeWuqOTAwQEFBAXq9ni1btsxasDCd0LxX0c2v/lsJwNU7U7kmd/axxb7OUQuCQGSwhshgDcvjpxdLhyjSb7TSM2yhuqOfu3fXMmBVoxMcJAVZaDI571hPzQzia8lmNCozNpud5cvDSUxMlO9oRVHkwxpnWuqUNTPPDAokoijSY7Tz87e+6Je5cLNzbPA3d6RiGLHwYXUv71cZ2N84QL3BSL3ByGN7WkiKDOLEVXGcuDqWTalR00Zi8RFB/On8NVz3XDHlnSMcu0LPx7V9/HF3PWE6NedvdH9MsXTeLgShmYjrYLdly5bJhQWSYwHA4cOHxzkWzCY8Xwb7GVgAQjPdiOXR0VH557t27Qqod5E/hGZoaIjCwkJCQkImvZ9AC41KpfIodeYaVXpiJTOV0Oxv6OP7L5fiEOG8DYnccnyGR68j0KgEgdgwHRqHhV98WsWAVUeI2sEpWTG8VjEIwClJFu78+k40Go1zLyk/n56eHurr6+Vqth57CG0DJoI1Ko6eQ5Omr7HaHfxxr2Hafpm4cKe1zYWbkxg2Ofdx3q8y8FldHx1DZp472MZzB9vQh2o5PiuWE1fFsSMjelLPzNb0aG45IZM/v9/A5/V9nJETzxtlPdz+Rg0hWjWn50ydfp3IQhaaibgWFoyMjHDo0CHS0tLo7++noqICi8UiF53ExMRMWVgwMjKiRDRzYboRy5KNTG2ts7t406ZNAT+pfLlHI4oibW1tVFRUkJmZyfLlyyct0oEcRgae7dHY7XbKysowGAyzWsnMdpyy9iG+/UIRFpuDE1fHeVR9NJ9VN6IocveHLVQN69AIIiesiue18l4ATowf4bysSDQaDSqVSi7tXrduHWq1Wq5m+88h5x3tujiB7vaWBePN9s9yI5UGs1v9MhHBGs5Ym8AZaxMwWe3sqe/n/SoDH9X00We08kphJ68UdhKmU3PMSj0nrorj6OV6uXjhyh2pFLUO816VgcPNg5yzPpHXirv42etVhGjVHJc1e8bCdQTIYkIaETBVYYHU2yWKohwRRUVFER4ezujoqJz5mCsPPvggd999Nx0dHeTk5HDvvfdy9NFHT/nYV199lYceeojCwkLMZjM5OTncfvvtnHrqqV4de16EZjYbmbGxMTZv3uxWw58/8JXfmc1mo7y8HIPBMGPqL9BC48lYgsLCQlQqFXl5eR43NboKTYNhlOueK2DUbGd7Rgx/viAHweGZmM/X4LMHP2nitZIeVAIcvTyGN46IzA9OzOSCnGjCwsIm3QwJgoBGoyE+Pp64uDhK3xsETJy8Oo7h4WGam5sB5LvZ+bC6/6i6lzfqnGXinvbLBGvVnHCkQMBqd3CoeZD3qwx8UNVLz4iFt8p6eKusB53a6c124qpYjlsZyx1nZlHTM0pT3xjdw2a+lhPPm2U9/ODVch64eC07M2deVBdTROPKxHaJqQoLhoeH6e/vx2Aw8NRTT/Hkk0+SmZlJamoqra2tc3IJefHFF7nlllt48MEH2bVrF4888ginn3465eXlpKenT3r8J598wsknn8ydd95JdHQ0Tz31FGeddRb79+9n06ZNHh9/XoRGuhtx7Y3p6emhpKSE2NhYNm3aJP88UP0srvgidSYNW9NqtbMu0q5OB4HAnYimp6eH4uJieeS1Nxe2dJzOQRPXPFNA36iVnKQIHrpkA0EaFRaL+5/xfN3BvpTfzsOfOUVhe0Y0H9YOAPCTk5dz+Xb3pklWdI7QeiRtds62FYTq1HIJf19fn2x1707TqK9w9TE7LzvK634ZcG7452bGkJsZw89OXUFJ+zDvVxp4r8pAS7+Jj2p6+aimF7UAW5dGc/LqOJ7d38rehgFuOCqNE7Ji+aC6l5v/Vcb9F6xix/Iv9rCsVqss2jB/FWdzZbbSZkEQiIyMJDIykqVLl5KVlcWWLVu47777yM/Pl1sIzjzzTP70pz95fPx77rmHa6+9luuuuw6Ae++9l3feeYeHHnqIu+66a9Lj77333nH/f+edd/Laa6/x3//+d/EIDXyxT+BqI5OdnU1ycvK4hdBmswV8tsRcU2ft7e2UlZW5PWxNOuZCiGhEUaSuro6GhoY5jyUQBIFBk41bny2gfdBERmwoj12+ifDgqefRzEagI5oPqgz87m1nCndtUjj7GgYA+PmpK/jG1qk/l6le47uVBgCOXvFFGkkQBNmbbWLTaG1tLWNjY7LjsDTK2Fdi6+pjtixKxbVbvReZiagEgQ0pkWxIieT7J2RS02OURae6e1QeayDxyGct/OLU5c5UXMMAN/2zlAcvXMWOrGSsVisvvfQSKpWKCy+8UJ5jtBiFxtNmzbCwMM444wwee+wxbrvtNi699FI+/vhjORL2BIvFwuHDh7ntttvG/fyUU05hz549bj2H5KbhSerclXktBpjJRka6i5mPqYreps7sdjuVlZV0dnbO2F8yFYEUmumiJ6vVSnFxMSMjI+OsZLxlzOrg/z42UNtrJTEyiCe/uYnYcO9uGgId0RS2DvHj/1TiECEzNoTSjhEE4FdfW8nXN7lfJTXe22z6ajMpzSZ5s7lOGm1pcXbqu3qzzSXN5upjdtNGnc/MLiciCAJZCWFkJYTx7WOW0tI/xvtVBt6v6qXwSCk1wG/fqSMtOohwwcKIqOO7L1fy0NcdVB38mIaGBnQ6HX19ffIU1sUqNN5kZqTy5ujoaM455xyvjm0wGLDb7ZMa3BMTE+ns7HTrOf785z8zOjrKRRdd5NVrmDeh6ezspKioaEYbmfmw7Pf2uNJ+hiAIXjWUBjqimXjnLVnJSMPi5uKADWCxOfjD531U91qJDtHy5BWbSHHZA/BGOAIV0dQbjHz3pVLMNgdLIoNo6B1DAO44M4tzNyxx6zmk91fROUJLvzNtdswK9+8GQ0JCSElJGZe/7+3tldNsUn+GtMfjbpptoo9Z9EhTwEQ8LSaEq3amcdXONHqGzeyuNHDfR42MWuy0DJgB502ISdRw3Us1HEsvKTodl1xyiXzT5o2Ny0LAW6HxZXnzxO/ZXePgF154gdtvv53XXnvNo5tnV+ZNaNRq9aw2MvMlNJ4u+pL3WkpKCqtWrfLqQpjPiEZK9U1nJeMpdofIj18to7DTTLBG4NHLN7IiYXKJpifHCdRi2D1s5tv/LGFwzEZ0iIbOITMqAX571irOWue55dFUaTNPcc3fS2k2qT+jrq7O7TTbVPNlDh1qnJf9r/iIIC7dlsLxWbF8/fHDDJnsJEcFYRgxY7GDXVDzkbiOi1aEsyT5i72wxRrReGM/I4oio6Ojc3Zxj4uLk8deu9Ld3T2rjdeLL77Itddey7/+9S9OOukkr1/DvAlNQkICNpttxsdITZuBxl2Bc7ViWbt2LUuWuHe3OxWBnIMjHctdKxlPEEWRO96o5K2yLjQq+FFuNBtSo+b8vNJi6M/xDSNmGzf9s5T2QTOhOjUDYzbUAtx1zmq3+zxco665jgSYjonGj65lstOl2aabLxPIcRhTkRQVzB/PXcO3j3zup8b20m/ooYEl9AjR/LNijP1dB7njrNVsTI36yuzRSPjCGUCn07FlyxZ2797NeeedJ/989+7dM6bjXnjhBa655hpeeOEFzjjjjDm9hnlv2JyJ+YxoZhO4sbExCgsL5f2luYa3njZRzgVBELDZbBw8eBCbzUZeXh6hoZ55WE3HfR/W889DbQgC/GBXHBsSA1sx6C1Wu4NbXi6nqnsUnVrAaLGjUQn84dzVXnfyV3aN0tJvIkij4pgV/nO1mDjYSxqB0NXVJafZ/teqpbjNSESQely/zHwLDcCu5Xpu2JXKw5+38p4hmtO0bfzw7JU8/HYBn48m0NAHV/y9iAs3JXHZuvBFKzRz2aOZK7feeitXXHEFW7duJTc3l0cffZTm5mZuvPFGAH7605/S1tbGM888AzhF5pvf/CZ//etf2blzpxwNhYSEyMMFPWHevjF3Tu6FukfT09PDnj17iIiIYOfOnT7JoQYydWY2m+nq6iIkJISdO3f6TGT+vreZBz9uAODXZ6zmmIxwn4mna0TjaxyiyM//W8X+xgHUgtNlWKMS+PP5a7wWGWmUMzCuadHfSGm2jIwMNm/ezNFHH02PdgmvVztNQy/OsNBVV05DQwODg4MLJkL41lHprAgzYxfU5IdsJiVzJb+97iwuja4jO2gAgH8VdHD1v+rZ32Gft54qb/FGaKTUmS/Wl4svvph7772XO+64g40bN/LJJ5/w5ptvyo7xHR0d4yraHnnkEWw2G9/5zndISkqS/3zve9/z6vgLPqKZr9TZVIu+w+GgtraWpqamOZf+TiQQqTPJ0LOtrY3w8HDWrVvns7vZ14o6uPPtagC+d8IyLtmWSl1dnV8mefqae95v4K2yHgTALopo1QJ/uSCbY1d6H4W4ps1OzfZd2sxTekZt/OHjDsC5L3PD0SnjqtlsNhuNjY2YTKZ5aRqV0Go0PH7d0Vz8RAEdw1Z+8d8q/vr1bK6/8lJuUKmo6LVyx5s1NPSO8XCxneKRUn5x2grSYubn9XqKN3s0RqMRURR9Nmn3pptu4qabbpry355++ulx///RRx/55JgS838rMwPzWd488bgmk4mDBw/S1dVFbm6uT0UG/B/R2O12SkpKqK+vJy0tjdDQUJ+JzEfVBn76n3IAvrkzjW8f48z/+3LAmr/SO8/sb+Xv+51VWCIQpFFx/4U5XouM9H6ru400ByBtNhNT7csEBweTnJzM2rVrOfroowkKCiI0NJSuri727dvH3r17qaqqoqenJ+A3ebHhwfz1wrVo1QIfVvfy1L5WIiIiCAsLY2t6NC9ft4VvboxBq4I99f2c9+hhHv+8Gas9cM7n3uJNRDM6OgrwpfA6U1JnUzBx0e/t7WXPnj2EhIT4dGz0TMf0JUajkX379jE2NibvJ/nqWIea+rn5xWLsDpGz1y/hp6dmjXN+WMgRzdvl3dz9Xr38/8EaFX+7KIddPjC93F11pNosQGkzURR58803MZlM8s/u2V0r98tM5WMmOXMkJSXJabaVK1ciCAJ1dXV8+umnHD58eFyazd/kJEfw01NWAPDXDxs42DQg/5tOo+LidVH8/rhIdmREY7Y5+OtHjVz0RD4FLYN+f21zwdvpmmq1espxD4uNBZ86m8+IRhRF6uvrqa+vZ/Xq1aSmpvrtztpfQiNZyUj9SiqVymeFB5Wdw9z4fBFmm4PjsuK489xsVC5W8Qs5ojnQOMDPXq+S/z9YI/DgN9aybWn0nJ9bFGF3ldMPzZfVZjPxzDPP8PTTT7N7927uuusuPqnt57nDzg3cE8PaSY3Om+a1flEMMLGazWQy+a1pdCa+vmkJhW1DvF7cxQ//XcG/rt1MQoRzsXU4HKREanns0mz+V+q8UajtMfLNZ4r4+qYl3HJ8JlEhc+sB8wfeRjRT+egtRha00Gg0GszmmWfD+wO1Wo3VauXw4cMYjUafdMnPhq+FZiYrGV/4qjX3Gbnu2QKGTTa2pEdz74XrprxjXogRTVXXCDf/qwyr3flcIVoVD1+yjs1pcy/DBmgzIqfN5rLP4wlbtmzhpZdeorCwkJt+9AsKEk4FVRAR7Ye45LzTpv09h8MxrYhLabaZqtm8aRqdDUEQ+MVpK6jsHKG6e5QfvlrBE5evR6tWjRsncta6RI5erucvHzTwalEnLxd08kF1Lz85eTmnZ8fPezWdK97s0XxZRgSAkjqbEqPRiNFoRK1Wk5ub63eRAd85RoPTSiY/P5/29nZ27tw5aT9prhFN97CZa54poGfEwqrEcB6+dAMhU6SHfHmh++q52gdN3PhCCaNHDD3DdCoevXS9z0RGFEUKe52X1VHLYwJWbbZ27Vr+8Ic/IGqDOaQ/EZsqCM1QOw9/+1Sys6ef5uluefNU1Wz+TLOFaNX85YJswoPUFLQO8ZcPnNWME6vkokO1/ObMLJ66Yj2ZsSH0jVr5yX8qufGfpbT0j83pNfiSuUQ0XwYWdEQTaKERRZHGxkZqampQq9Vs3LgxYHdFvopohoeHyc/PJzw8nNzc3CmtZOYS0QyOWbn22QJa+sdIiwnhiSs2ETlNqsIfjtRzEcjBMSs3PF+CYdQKQHiQmscuXc/aZN9U9YAkNM5zJtCTNOOSlzKw5VpEnXNxEoDktIwZf8fbPpqZ0mytra3ybJW5pNnS9SH89qxV3PJyOc8eaGNDaiTLNFM7A0jFAk/ta+HRz5rlYoEbjkrnqp2pM87ZCQTe7NEYjUafFu3MJ/P66c/2AQayvNlqtVJQUCCXLruOMAgEvliU29vb2bdvHykpKWzevHlavzJ3I5q6ujref/99WeyNZhuXPfwp1V0jxIfreOqbm4iPmH6jcrbPL5AWNCarnW//s5TGPuddbkSwmicu863IANT0GOkxCejUAsd64G02V1oNQ5x3/0fYw484GDhsWCOTOecvu+kZGJn293zVsOlazXbUUUexceNGIiIi5Gq2PXv2yNVsVqvV7ec9cVUcV+c657D86n/VtAxYpl2wdRoVNxy1lFe/tVUuFrjvo0YufDyf/HkuFvAmolFSZwEiUOXNg4OD7NmzB1EUycvLIyoqKmDNkxJzSZ05HA7Ky8upqKhg48aNs/qVuSNqJpOJvXv30tzczIcffojJYuXKRz+hZsBBkMrBPecsJ00/c6PnTMeRRlvX1NTQ29vr9vfsTURjd4jc+ko5Je3DAEQGa3jq8g1kJ/lWZADeq+oDYNfyGMKCApMw6Bg0cfGj+xjRRIHo/LwvXRuBympkSKvnwoc+Y8A49eLuD2eAqdJsWVnOasT6+no+++wzDh06RH19vVtptpuPy2RrehRGi5279w5gnuVUWaoP4bFL13HXOavQh2qpMxi58pkibn+jmsEx90XOl3izR/NlSp0taKHxd+pMamA8cOAAaWlpbN68GZ1ON67qLFB4mzozmUwcOHCA/v5+cnNzZZv52Y4123sLDg7mhBNOQK1W09zcwkV/eYtigwON4OC3J6ewPWv2oV/TLWCdnZ0cOHBALrOurKzk008/pbCwkJaWFkZHRye9Pm8XQ1EU+fUb1Xxa1w84I5mnr9jAqkTf3ymKoihXm526OjBps+a+Ma58poghMRidfQwEFSFaFbecuZm7TlmC1m6i1xHKNf8oxjBimfI1+ztyl9JsWVlZ7NixQ+5DMxqNFBcX8+mnn1JcXExraytGo3Hy76sE7j5vDfHhOlqH7TxwoH/W81cQBM5cm8jrN27lgo1OD8JXCjs5+5FDvFHaHdBrW5q75Y3QfFkimnndo5mtKsmfQmOz2SgtLaW/v58tW7aMG+gjnRDenBze4o3Q9Pf3U1hYSGxsLDk5OW6/VnfTdMnJyZx00kn86sW9VBmd0YtNVPGHz3t5umQ/SZHBJEUFkxgZRFJUMEsig1gSGUxCRBA6zeSpoaIoykPu1q9fT0xMjPz9G41G+vr66O3tpa6uDp1OR2xsrFzRJL03TxeIv37YyGvFXQBEBGl47sqNLIvzjeXORKq7R2nuN6ERRI5Z4Zs57zNR0z3Kt54vwTBqIUMfwo6MJF7M7+DoFXpCtGq+lreR1StHue75Emq6R7nmuSIev2y9XCosfZaB3gOYWM02MjJCb28v3d3d1NTUEBQUNK6aTavVEheu40/nr+HqZ4v4pMnIC4fauXTb7Dc7USFabj8ji7PWJXLHWzXUG4zc9lolrxV38svTVwbEWcB1ZL0nfJkimgVfDOCPPZrh4WEKCwsJDg4mLy9vUkOUdEIsVKERRZGmpiZqampYtWoVaWlpHi0W7u7RiKLIR8X1fD7grLoTEBERMIxYMIxYKDuSipqIIEBcmI7YUDVhgoX3+6uID9diGegiFDPHbNlETGw0OOxHHi8QFhZGWFgYaWlp2O12BgYGZNEZGxuTjfxGR0cJCgqa9H6l88S1xPbJzxt5Yq+z/yM8SM3zV28kI9Y/IgPwboWzSXNNtEh4sH97Ocrah7nhyDiDrIQwHv7GWr75TBEwvghhWXwYT1+xgev+UUxD7xhXPVvEE5etJykqeN6ExhVBEIiIiCAiIoKMjAz5u+/r66OhoYGysjIiIiLQ6/Us0+v5xuognq8wc/d79WQnRbAx1b2K0C3pUbx83Wae2tvKI581sbdhIGDFApLQKBHNAkXao/FleN/a2kpFRcWMs1ekE8Jut895AJi7uCs0NpuNsrIy+vr62Lp1KzExnt85u3MsURT55LM9PHBoGAdatiSoOCWslVGbSGhcCqlZ6+gesdA5aKZzyETnkImOI3+32kV6Riz0HNmDPtzVMu65/3i4AAGIC9eRGBnEkogglkQGkRipOxIVBZEYEcayFXqyVII8bXJgYICSkhI0Gg16vV6OeARB4H//+x8AZ555JhqNhhf21fOXj1oAgTCdmpeu3ezXu1dXb7ONsf5NyxxuHuQ7L5YyarGzPjmCB7+xlrYBE60DzgFrR09wNkjXh/D0Nzdw7XPFtPSbuOpZZ2STHOkcNLaQGgLVajWxsbHExjr7j0wmkzwCoaSkhO1RVqoSdBzudvCDV8p46drNxIa71zmvVav41lHpnJYdz/+9XcO+hgHu+6iRN0q7+dXXVvqsxH0idrsdQRA8/pxHRkbkqr7FzrynzmbClyksu91OeXk53d3dbNq0acYvUKo4C2RptTuL/+joKAUFBWi12ikjMXdxp5HSYrHwbOEABmsQ0cEq/nbVUZgGDbz33ntox3rYkRpCZOTkoUmiKNI3aqVzyERlcxcldS0YjA4smlBGRR2dQ2a6xomRhVKmjoxURyIjpwgFYR1UsX5lOvoggYGhMZoNjaitZYh2G8XFxQQFBTkHY6Vt5M73nSKjFRy8cOUGv6dIqrtHaewbQ6cWWKv3n9B8XtfHLS+XY7I52LY0ivsvzCEsSCNPzZxuwFpyVDBPXbGB6/9RTGOfM7J59Bs5wPxGNLMRHBwsOweLosjBgwe5aWsIv/h4kI4RK99+5gC/Pj6O+NhYOc02G+n6EB69ZB1vlHVz9+56uVjggo1L+P4JvncW8Hb9MhqNSkQTCFwji7kIzcjICIWFhWg0Gnbt2kVwcLBbxw5k5dls7s3d3d0UFxfPaYqnhDt7NCWdRj4zOIXszvPWoQ/TQZhzzyYkJGTaJlZBEIgN16EP0+LobSIs1sL649ePaxp1OER6R8209o3SOWiia9hC57D5iAgd+TNsweYQ6R6x0D1igfZhQMVHHa3jjqcSNOhDggmLOgZTbwfvHR6ms6wZBAENDl64cj2ZCf65U3VFSpvlZkQRrDb4ZfF+r9LAj/5dgc0hcvRyPfdcsIZgrdrtAWtLIoN46kgarc5g5NrnS7l+xcIWGlekG8ClKYk8eNkyLnmqgIp+By9XjHFayvg0mzRpdLrrRCoWkJwFXins5JXCTj6s7uVHJy/jjJwEn30u3g498+UY5/lmQQuNZDVhs9nQ6XRePUdHRwelpaWkp6ezcuVKt7/wQDeLThfRiKJIbW0tjY2NrF27lqSkJJ8ca6aIZsRs4yf/LkcEzt+UxIkuFVTuuFZLTtF9fX3yxu/44wvEhQcRFaQie0n4lBe040hk1DXkFKDOYTMHy2pRhenpHbPTOWSm+4gYGYw2DKgg6IvNYZVo57urRhlsq6V2zJlmi4qK8kuaSBRF3q10LvQnrtJDv8Hnx/hvSRe//G8VdtEpJr8/5wuTzKquUbedouPCdTx5+XpueKGEyq5R7i9Ts2nLKNlJ/ne/8AXSKOcVcWHc/rUsbnutkpcrRjh+XQ55G8PlptGSkhIcDsekptGJ59pUxQI/fa2K14q7+OVpK0nXzz0S9vZG+cvUR7OghUYQBK8XfKlstr293asxxQtBaCwWC8XFxRiNRnbu3OmzuRSzRTR/fKeG1v4xkqOC+flpqzx67rGxMQoKClCr1WRnZ1NdXT3j46fbf1MJAnHhOuLCdeQcaapMNdaydesy+S7P7hDpG7XQOWSmvrOftz47zJ6RWEQETgupI1oVQ0pKCoODg5SVlWG324mJiZH3dnxlClnTY6Sx15k2OyozmpJ+nzytzIuH2/nt27UAnLs+kdvPyELtYl7q6YA1fZiOxy9bz7eeL6a8c5Trny/lkUvW+bx51R+4WtCcsTaBorYhXjjUzm2vV/HStZtIdUmzjYyM0NfXR09Pz7TVbBITiwX2NQxw3qOHuOGopVydO7diAW+F5suUOlvQzgDg3YIv2eIPDAyQl5fnschAYCdeTnW8oaEh9u7di0qlIjc312ciIx0Lpi4V/rjGwIuH2wC467xswoPdvxfp6+tjz549REVFsW3bNnQ6nV9NNdUqgfiIINLCHBgK30NtHUVEIC1SQ3qwmdbWVg4ePEhWVha7du1i8+bNREZGyt3q+/bto7q62qOG0amQFvpdy/WEB/m2SvGpvS2yyFy6NZnfnDleZJzRlDOCOtkDp+ioEC1/uyCLzAiRIZON658vprB1YVvtw2Svsx+dtIz1yREMm2zc+nIFZpvzGpKq2ZYuXcqmTZs45phjWLVqFWq1moaGBj799FO5aXRgYACHwyEXC/z7W1vJzYzGYhe5/+NGvv54Poebvf9s5jLGWUmdBQhPS5ylvYzk5GRWr17tdapkPiOatrY2ysvLWbZsGcuWLfN5Dn268u0Bo5Wfv/bFALOdme5ZqIiiSEtLC1VVVaxatYr09HTA9+7N030OWq0WjUZDq+BM8Z21MYWzMtN57bXX0Ol0cgrWtYzWZrPR399Pb28vVVVVWCwWoqOj5WjHXY+pqfZHfPF9iaLI3z5u4tHPneN1r89L4/8dlzHpuau7R2k6UoTgqeVNmE7NTdkOXurUc7BpkG89X8IDF/tmVIK/mCg0WrWKP1+whoueKKCia4S73qnl9jOyJv3exGo2s9k8bZotTq/n4W+s5a1yA398r456g5GrnvW+WMCbcdnSGGdf3mDOJwteaNy1oXE4HFRXV9PS0uKTvYxAjFZ2RRK28vJyOjo62Lhxo1td/t4gLVYTReCONyrpGbaQGRfKD05a4dZzSfY33d3dk8qtAzUmICwsjFPPPJd7Hy0GRE5dE09qXCgXX3wxer1+yotco9EQHx9PfHw8oihO2TAqlVDPZIFf22Ok4Uja7LiVseCYu8WJKIr8cXc9zx10RpbfOz6D6/LSp3ysVIRw1HK9x5Y3oigSrBF44OK1fO9fZextGODb/yzlvguzyVsWOJ82T5hq0V4SGcwfzl3NDc+X8EphJxtSIjnviBvAdAQFBY2rZnNNs9XW1qLT6Viu1/PE+Rk8UzTIv4u7vS4WmEtE82VJnS3o8mZwL7IwmUwUFhZis9nIy8vzSbgZ6Kozq9WK1WplYGCA3NxcQkP911joGtFIvFnaxRulXahVAn88L4dg7ewXhtlspqCgAIfDQW5u7qQ9j0BFNAD728awOURWxIfKnf/u9iC42zAqCU94+BcFDO8ciWbylukJD9JgNE62efEEu0PkjjdreLXIObTsZ6eu4JKtUxdguBYheOMULe2PhWjV3H/RWn7wSjkf1/bx3ZfK+MsF2QGbpeMJ00UHuZkxfPfYDO7/uJHfvVPL6iXhrFni3iLtGu0uXbp0XNNob0czx4WNsnp7GM9V2mkZso4rFkiLCcZqtY4rVrJarWg0GvkcmcsejZI6CxCzpc4MBgNFRUUkJCSQnZ3ts07+QKbO+vr6KCpydnXv2LHD724EEyOa7mEzv/lfJQA3HJ3B+tTZy4EHBwfJz89Hr9ezdu3aKV9zIAefSXf2vrDmn5hmkRpGe3t7aWpqQq1Wy5vK75TPXlbsLla7g5+9XsXb5T2oBLjjzCzOWT/9nblrEcKxKz2PQFwLMYI0Kv7y9Wx+/O9K3qsycMvL5dx93hpOWr1wGgYlz7Dpbjiu25VGUdsQn9T2cesr5fzzmk1e9cRMl2bLWdLLS8V9vNUssq9hgHMfOcQxcUYyTbVcf+3VhIaGYrFY+Pvf/05cXBznnnuu3I/n6TXtcDi+VBHNwmkJnobpFnzJN6ugoIBVq1axbt06ny7QgUidSfNvDh8+TEZGhnxcfyNdqA6HA1EU+cVr5QyMWclOiuDbx2TO+vttbW0cOHCAjIwM1q9fP+3nHqiIZshkY0+9s9TrVD/MgAkJCSElJYX169dz9NFHk5OTg06nY095I419Y2gEyNAOMzg46LWLhclq55aXy3m7vAeNSuBP56+ZUWQAdk+Ipjxl4mvVqlXcff4aTs+Jx+YQ+eGr5bxZ1u3x8/oL6Vya7nxTCQJ3nr2KlKggWgdM/OK/VTh8cP5JabYN69by20uP5h+X57ApKRirQ+T97hCe60nlh394mNraWp588kkaGxvl8n7w3rkZ+NLs0Sz4qrOp9mjMZjMHDx6ks7OTnTt3kpqa6vPX5u/Umc1mo6ioiIaGBrZt2ya/h0C4ykqNb6Io8nJ+Ox/X9KJVC/zhvBx0mulPCalkXBpHkJmZOes4gkBENB9WGyalzfyFSqUiJiaGFStW0KF2CsHW1DAEm4mioiIOHTqEw+Ggo6PD7THkRoud77xYyie1fQRpVNx/UQ4nu+H+LFWbeRtNTSWKGpXAXWev5pz1idhFuO0/lfznSBpvvpGux5nOuagQLfdckI1OLfBRTR9P7mmZ9rHeIAgCa9Li+PvV2/jDuauJDlZjCorhU91Wrnn8Mz77fA99fX2ccMIJcoGPNw2bktAoqbMAMTGikdJMMTExbN682Wdzymc7ri+RrGR0Op1sJSMNg/KmQsUbVCoVLX1G7nzb2efy/RNXkDWDdb7FYqGoqAiTyURubq5bF8BMQuPNYLnpHv9Oue/SZp4gLfRnb0pl7dpERFGku7ubsrIy2traqKioIDw8XN7bmaphdHDMyk0vllLcNkyYTs3fLs5ha3r0rMeu7Rml3mBEKxUheMF00ZdaJXDHmVno1Cr+VdDBL/9XjdUucuHmuTcLzwVJaGa7PrKTIvj5aSv49Rs13P9xI2uTI9iZ6Vs37Z4RC3aHyM5lej6sMmC2i9hD40hNSebMM88kJiZG7t1Sq9VEREQwOjrqdjWj0WhEq9V6bTO10FgUQmOz2RBFkYaGBurq6rxyLPYUlUrlF+doqfw6NTWVrKws+aKZaoPen4gI3P5WHUaLna1Lo7kqd+qqJvhiPHRERAS5ublui3sgIprBMSt7G/yXNpuOqRZ6QRAIDw9HpVKxdetWrFarvLczVcOo0aHmhudLqOoeJTJY41HTpNy7syyGCA96nVyZKc2nEgR+efoKgjQqnjvYxh1v1WCxO7jMDWt+fyF99+7ciJ2/MYnC1iH+XdTFT/5TyYvXbmZJpPeL9qjZxqHmQfY29LOvYYA6w/i5OSrRQYxjALVaTWFhIddccw3Z2dmMjo5SWlrK2NgYBw8eRKvVyvt7er1+Wm+2kZERwsLCFo090Gws+KozjUbD2NgY+fn5jIyMsH37dtky3p+o1WoslrlVELkym5VMoIXmo3aB/NZhQnVqfn9u9rgmQFe6urooLi6e0e16OgKxR/NhdW/A0mauzLTQS69Tq9WSmJhIYmLiuBLarq4u9pdU81CFmk4jxIRoePSStaz2YOLnbqlJcw4D1iQ7l+kQBIEfn7wMrUbgqb2t/P7dOsw2B9fkpnl9zLkguSC7ew7+7NQVVHSOUNk1yg9eLefpKzbIHf6zDSOz2h2UtA+z74iwlLQPY3N8cS4LwJolYYQMNaPrqydJO8ZZZ57Gu+8209HRwZNPPsk111xDeHg4wcHBJCQkkJiYyODgIH19fTQ1NU3yZnONeCWh+bKw4CMai8VCd3c3cXFx5OXlBcy235epM3esZKQLKBBCU9s9wmsNzovmtlNXTjmSWRRF6urqaGhoYN26dSxZMvPG9FS4Vrf56s5sonBJ1WaBjGZcj+tuus61hFYVmcBP9xTTaTQTF6Li5vUinVX5mLrcaxitNxip7TGiUQkcl+V9CbI734sgCHz/+EyC1Coe/qyZv3zQgNnm4Maj0gN+tz2bME4kWKvmnguy+fqjByluG+a3/yvjN+esQxRFXnrpJZqamvj+97+PVqt13gj2GNnX6BSWQ82DGC3jr/+0mGByM2PYmRnN9qXRBKscPP30IbqGR7n66qtJS0sjLS2NJ554AlEU5XNV2qNxrVaEL6rZ+vv75Yg3Ojqajz/+mIiICJ9FNA8++CB33303HR0d5OTkcO+993L00UdP+/iPP/6YW2+9lbKyMpKTk/nxj3/MjTfeOKfXMO9CM91drzTcq7m5mZCQEDZt2hTQE9tXVWdDQ0MUFBTIaaeZhDIQlW5Wu4Mfv1qGTYTcpZFctGVyKsRmc9ruDw8Pz8ljbTahmesejWvaLJD7M7U9o9RNsz8yWwRX1zPK9c+X0DNiIT0mmMcvW8+SyCCPGka/6N2JIdLLtJn0Wt35DgRB4DvHZhCkUfHXjxp58JMmrDbHlE4F/sSb/cuUqCCyhw5xKHQrr5b2k51QC82Hef3117FownjgzcN0Ec2+hgEMo+MzGDGhWnZkRLMzI5odmdGkRk/2xrvqqqvo6+uTMxSJiYlcd911cl8WTN9HM7FpdHR0lPb2dl577TWKiopQq9Vce+21nHLKKZx44olezaZ58cUXueWWW3jwwQfZtWsXjzzyCKeffjrl5eWyg4crDQ0NfO1rX+P666/nueee4/PPP+emm24iPj6eCy64wOPjS8y70EyF1WqltLSUwcFBli1bRm9vb8DvnnxRdeaplUwg/NUe/qSBso5hQjVw24mT70qNRiP5+fkEBQWRm5vrtWs2TO9AMJfnc30uKW22MiFsXtJmeZme7Y+UdwxzwwslDIzZWBEfymOXricu3Pn5TtUw2tfXN2XDqDsjAdzB00jzul3p6DQq7n6vnsf2tGCyOfjRSb63SJoOb4RGpVLx5x9cxVV/foWG0FX87r1mooZGGFt+EeagGCpLLYCzhDtIo2JLehQ7M6LJzYwhKzEM1SzvTRILVyZ6K7rTRyPt72VlZfH+++/z1FNP8fjjjxMbG8tdd93FpZdeSnl5OatWeWZye88993Dttddy3XXXAXDvvffyzjvv8NBDD3HXXXdNevzDDz9Meno69957LwBr1qzh0KFD/OlPf/pyCc3Q0BCFhYWEhoaSl5fHwMAA3d2Br+WfS+rM4XBQUVFBZ2fnrEPWXPG30JS0DfHQJ40AXL5GS2zo+JNfan5NTk6e88wbmF1ovBEg19+R01cBbiqcLW021cJb0DLITS+WMmK2szYpgocvWTttM6Frw+DKlSvHNYzur2iitkdALUB2lB2LxeL1zYA3Kc1v7khFp1bxu3dqefZAGxabg5+dtmLWBdkXeFuRqdfrefjmcznjoUPYtGEMRK8EnIP1cpIi2JkRzc7MGDakRhI0Q3m/t3jTR2OxWEhJSeGPf/wjf/zjH+ns7PTYHNhisXD48GFuu+22cT8/5ZRT2LNnz5S/s3fvXk455ZRxPzv11FN54oknsFqtXm9dzLvQSHepoijS2tpKZWXluAgg0OaWEt5GNCaTiYKCAkRRJC8vzyMren8Kjclq5yf/LsPuEDk9J5GdSUPyoi2lKWtqasjOziYlxTeVRf6IaCTmK21WdyRt5sn+yJ76fm55uYwxq4Mt6VH87aIcjxospYbRlJQU9gw2As1sWBJEf1cbLXVVREZGytFOZGSk2+IxU5f9THxjazI6jcDtb9TwYn4HVrvIr762ctqCEl/hrdD0jVq4/rlCbNowEB3oB6pIVg3wu5uvZFmq53uPnuKNM8BE52Zv9kgNBgN2u53ExPGTcBMTE+nsnLo3qrOzc8rH22w2DAaD1x6S8y404NwTKC8vx2AwsHnzZtn6AQLvoizhzX5Jb28vRUVFxMfHe2WH40+h+cv7ddT1jBIfruPXZ66isuiw3ExWVlZGb28v27ZtIzo62mfH9LXQuD7X/KXNnNHMdPsjE9/rB1UGfvjvCqx2kV3LYvjL17MJccNHbjp2V/YCcO6WpWzfsETeUO7t7aW11Tl9VNpwjo2NnbEPYy5FGudvTEKrVvGL/1bxalEnFruD/ztrFRo/io03QlPfM8pVT+2n3xqEym7hwpRh+vqq6Oro4q9338UvfvELv5nXSnjbsOkr+5mJ3/Fs3/tUj5/q554w70Ij9WhIzYsTxyxrNBq/9LPMhicCJ1nJ1NbWsnr1alJTU736UvzlRnCgsZ+/73Pazf/unGxiQnUIgoDZbGb//v0IgkBubq5bI649wZ8RjbQhHvC0WaX7+yNvlHbz89crsYtw8mrnVMyZnBdmo7HXSHX3KBqVwAlHoqmJG8pDQ0P09fXR3t5OZWXljA2jc60GPGtdIjqNitv+U8n/Srux2B3jJn/6Gk8jsD31/fzw1XKGrRq0liG+t0nHleeeR1/fsfz2t79lcHCQgYEBvwqNZPM014jGG+Li4lCr1ZOil+7u7klRi8SSJUumfLxGoxkXAHjKvAtNXV0diYmJrFixYkrVlxZ8X5bIuoO7EY3NZqO0tJSBgYE5RwT+KG8eMdm47d9liCJcuDmZY7OcC6TdbqempoYlS5aQnZ3tFzcCf0U0g2NW9jUMAIFNm7mWFR+fNb3QCILAv/I7+L+3ahCBs9cl8Jsz5363L/XO7MiInnJ/RxAEoqKiiIqKIjMzc9qGUUl4fHFNnbomHp1axQ9eLefdCgMWWwV/Pn/NnAR1OjyJaF483M5d79RiF2FjagTXrQrj2J1bAGfE94tf/IL+/n6WL1/u89fpinQ9eyo0RqPRq4GNruh0OrZs2cLu3bs577zz5J/v3r2bc845Z8rfyc3N5b///e+4n7377rts3bp1Tq0l8y40GzdunHFxlb4gbzbU5oI70cXIyAiFhYXodDpyc3PnbBfhj4jmrneqaRswkRIdzG2nOQdCtbS0MDw8TFJSEjk5OX4XcF9HNB/MU9rM3bLi91pFXq2vAeDiLUn87FTfbJZ7Wm02XcNod3c3NTU1aDQa1Go1vb29REdHe319HZ8Vy30X5nDLy+V8VNPLzf8q496vZ7s1asIT3BEam0Pk7t11PH+oHYCz1iVw+9eyJgmfaz+LP5FuVj29kRsZGWHZsmVzPv6tt97KFVdcwdatW8nNzeXRRx+lublZ7ov56U9/SltbG8888wwAN954I3/729+49dZbuf7669m7dy9PPPEEL7zwwpxex7wLzWyLnNQ/YLPZAi40M0VSXV1dlJSUkJaWxsqVK30SEfh6j+ajagMv57cjCPCH83II1arkwWpRUVHExMT4VWRczTun+3dPcZ1oeaoPrPk9YbaFXhRFHt/Xzqv1zv+/JjeNW473Ta9Jc98YlV2jqAU4YYZoajomzlyx2WzU1NTQ398/bsKoFO2468klcdRyPQ9cnMP/e6mMz+v7+e5LZdx3YQ6hOt9ds7MJzbDJxo/+XcHnR5y8bz4ug+vy/GtVNRuSm4Gn64OvZtFcfPHF9Pb2cscdd9DR0cHatWt58803Wbp0KQAdHR00NzfLj8/MzOTNN9/k+9//Pg888ADJycncd999cypthkUgNNJiFeiCAOnEmCg00niCpqYmrzvmZzqmr4Smb9Qij2W+amc6G5LDOHjwIDabjdzcXCorKwPiQuBLGxpBEBgy2Rdk2kwURe5+r55nD3QBzkXu+l3T+8d5iiRyOzJjiA6duzuGRqMhLCwMm83G2rVrxzWM1tfXo9Vq5RLrmSaMurIjI4aHL1nHTf8sZX/jAN/+p3M0tDcjDKZiJmeA1oExvvtiGXUGI8EaFXees2pO9jy+wtuhZyMjIz4rBrjpppu46aabpvy3p59+etLPjj32WPLz831ybIl5F5rZmK8SZ+nkcK0Ymehg7OuhRL4SGlEU+c0blRhGLKyID+Pa7Qns2bOH6OhotmzZgkajQaVSBWwkgS+P83mT03MqKyGMzNjAp81yMyenzewOkf97q4ZXCp2bqBcuF3wqMvCFU/TJPix+kG6ippswOl3DqOuE0YlsTovi0UvXceMLJeS3DPGt50t46BvT9wx5wnTVW/ktg9zycjn9RisJ4TruuyiHHA984/yJtyl/o9H4pRl6BotAaGD2KZv+OiY4T26tVsvg4CAFBQVERUV55GDsCb4SmjdKu3i7rBuNSuBHxyRSePjgJHeCQPmq+TJ1JggCn9QPA76ZaOkJ06XNrHYHP/9vFW+VOadi3nZCGmm2Np8eu6V/jIrOEdQCnLjK90IzkekaRiUzSFfPLr1eP6lhdH1KJI9ftp5vvVBCSfsw1/+jhEcvXTfnSGyqiOa/JV38+g3nGIM1S8K5/8IcEufg0uxrvI1ofFF1tpCYd6FxZ7GZj4jGNWXX2tpKRUUFy5cvn3XY11zwhdB0DZm44w3nWOYLcyKwddezYcOGSRUsizGiGbGIHG5z2rPPX9rsixJPs83BD1+t4KOaXjQqgd+fu5qdyTpKSnwrNFLvzraMaGJ8kDaTcLfqzLVh1OFwyA7Ezc3NlJeXj2sYjYiIQKVSkZ0UwZOXb+D654up6Brh6ueKxlnueIPrHo1DFLn/o0YePzLY7KRVcfzu7FU+3RPyBd700Ei+Z1+W6ZqwAITGHaaashkIVCoV1dXV9PX1TWok9dfx5vI+RVHk569VMDhmY1mUmmPixti+deeUIbg/ZsVMhS+PU9Bjxy4S8LSZFM3szPyirNhosXPzv8rY3zhAkEbFPRdkc8wKPYODg347/ik+3nPwprxZmjAaExPD8uXL5YZRaSAhfFHRtTQ2lqcu38B1/yimtsfI1c8V8fil672OOCShMVrs/Pz1Kt6rcgrw9XlpfPe4jIDY4HiKtxGNkjqbB+YjohkbG8PhcDAyMuKxlYy3zDWiefFQG5/W9qJRwY2bQjl61+Zpa98DYeAJ0wuN3W6nvLwck8lEXFwcsbGxszaMHuhwpk8DnjarHO9tNmSy8Z0XSylsHSJUp+ZvF+WwbWm0/HhfRrytA2OUd46gEuCEVb690fHUdn8qJjaMDg8P09vbS3t7O1VVVYSGhvKbY6K5/ZN+GnvHuPq5Ip64bD1JUZ43BzscDgYtAj97toiKzhG0aoHfnJHFWeumbj5cCCipMyeLRmgCuUcjWcmoVCpWr14dEJGBuU31bO4z8vsjY5mv3BjN2cdtmdVmImDTPCcIjeQHB867366uLqqrqwkNDZX3BiZ2sQ+OWSnvdd5sBDJt1tBrpMalG79v1MKNL5RS0TVCRLCGh7+xlvUpkX47/m4pbbY0mtgw79NOU+HrJmhBEIiMjCQyMnJcw2hfXx8359j4S6FIS7+Jy5/K55GL17AiybPxyrW9Fu7eP0zfmJ2YUC33fj2bzWn+H4I4F7wpBrDb7YyNjSkRjS9xd8pmICKaiVYyTU1Nfj+mK95GGTa7g+89f5gxm4MNSaH88KyZRUY6ViA+04kRzeDgIPn5+cTGxrJ69WrsdvukLvbS0lIcDgd6vZ64uDj0ej0fVPVjFyEzRjdvaTOT1cG3Xiih3mBEH6bl0UvWsSpx/GLg63SkPx2q/e224dowunq1yLqcfm76VyVtwzaueq6YH27WkZ3mHPQWExMz44L8XqWBX386gMUOy+NC+dvFOVPOh1loeLNHMzIyAqDs0QSaQKTObDYbJSUlDA4OyuOiW1tbA5qyc1doysvLaWtr46STTsJut3Pnqwco7zETrIF7Lt6Eyg2rk/moOuvs7KSkpEQuqrDb7VitVgRBmNTFLqVg2traqKio4KVq5918bmpQQO2I5I34pVFc+WwRbQMmEiN0PHbZer8LXtuAidKO4SNpM/8IjT+sh6ZCEASWJel57pqtXPePYuoMRu4pcvCrCCsGQzUWi4WoqCg5opUaRkVR5PE9Ldz3USMAW5JDuP+SjR7NAZpPvEmdGY3Oghclogkw/haakZERCgoKCA4OJi8vTy7XDNQ+hoQ7xxsaGuLtt9/G4XBgNBoZ00XzQpkZULFD20Kk2grMfqcXyKozh8NBXV0d9fX1rF+/nsTERNk5WhRFOV2oUqnkP64pmJ5BIxX7DgGwXDvIZ599Jlc5xcbG+nS898DAAP/973+56KKLaB+xU909ikqAxz+uZ9iuIi0mmMcuXU9K9PR7DL4SwfeO7A1tSY+aU7XWdATaPxAgLlzHk5ev51vPl1DVPcodnw/xyCXrWBrptMLp6+uTG0Yjo/U8VWpmd+0QAKdk6PjeMUmLRmTA+xEBQUFBfmmhmC/m/Z24W97srz2azs5OSktLp7SSCXQRgjtCExkZyemnn87LL7/MG2+9TWH8yThUkaRrBvneWduJjHRvvyCQezQNDQ0YjUZ27NhBRESELDLgNP6z2+04HA75Dzg/C6nE/LOGIewipEeqyF2bSUREBL29vTQ3N1NRUUFkZKQsOjM1E86GKIo8/PDDNDY20tPTQ9Dmc50/dzgYFlUkh8Hfr9hAfMTM1vu+wl/VZhLezqOZK/owHU9cvp4bXiihrGOEq58p5NYtOi46cYfcMPqPl1/j3wUOagdFVIhcnh3ErkQHNqtlXgTSW+x2u8ceiCMjI4SFhS2a9+gO8y407qDRaDCbzT59TofDQU1NDS0tLaxdu3ZKK5mFKDSiKBIaGkpMYirvW1cyKESixsEvT19JTk6OR8fyd0RjNpsxmUzyGAJJVKTjqtVq2fkBkAVIslaXPou3y50TVnckaREEgejoaKKjo+Xy2t7eXnp7e+VmQkl09Hq9R3eFgiBw0UUXcd9991FdXc3hoQrQRiAKKuJURp69+pgZRcaXdAyaKG4fRgBO8tMohPlcsKNCtDx26XqufeYwFT1mfvvZEDb7Pi49ZSdPvvIWfytW4QgVCdepuOusFayMsFNXV0dzczNtbW3y9ztVw+hCwpsZOpLQfJlYEEIzW6+Frxd8VyuZnTun7jOBwG2YS8zm3uxwOCgvL+fTqk7+3p3CkKACROyoeHRfJ3mb1qJxcxaIv/tohoaGyM/PR6VSsXLlynGRy3Qmg1LaDL6Y49E3YuJAk7M3ZWOsM81ms9nkxwUFBZGcnExycjIOh4OBgQHZr6usrIyoqCi5fNodo8hly5Zx880384O/vYRJ69yMjWOYV/7fCejDA7f5/K6f02Ywv0IDEBGs4bHLNnDOn96iVxPL7/eO8PreJygX0xBDI4lUmXn2qjyWxTsX3fb2dpYuXYpWqx3XMBoRESHfXEgNowsFb/dolIhmHvBl6swTKxl/DSKbjpkiGpPJxOH8Av5dY+Z/9SIiKqJUJvISRd7uCOZgj4orHnyPZ759IlrN7Ce2P/efurq6KC4uZtmyZfIQJUlkpJSYO68P4JP6IWwOkfQIFUvCVCQkJIzb15FES/qvdJcrWadI0U59fT06nW6cUeR0C8De5hFq9TsB0NhNnKQrJ0x7ktvv3xcLhFTW7Etvs4nMt9AARIUF8/qPTuecu9/EoImjTFwBgkCSeoQX/99JxLiUdEulwtM1jBYXFyOKotsTRgOBL8Y4fxlYFELjq/LmlpYWKisrWbFiBRkZs9u3L5TU2cDAAO/vzefvNWqqem2AwCptL7efncPm9Wt5anc+f/zMQL5Bxc3/LOS+SzbNOuXQH3s0oijS0NBAXV2d7Gzd3d2NzWbzSGRceaOkA4CdKTq2b98ui7/rH9fvyLWgICQkhNTUVFJTU7Hb7fT399Pb20t1tbPKKSYmRhYeqVfqyfeKuHdfPwjOzy9juISW4ToeeOABvvOd78y6cPkiSuwcMlHUNoTAl19oACJDg7lilcBfamyg0qBry+c3V+aNExmYOg3lTsOolGaLjo4OeLTjjdD40rl5obAghMbfqTO73U5FRQXd3d0eWckEOnU2ldC0tbXx/Cfl/LNezYjFSliQmh8dl8omfSqrV68G4OqTN6NRFfKHz3r5oKaf771Uwr0XrptxyqGv92gcDgelpaX09vayfbuzKMHhcBAaGkpZWRltbW3Ex8cTFxfn9qyThrZuOW125Qnr5Qt2YooNGLe3M1W0o1ariYuLIy4uDlEUMRqN9Pb20tPTQ01NDSEhIeQPBPPQoUFZZNQqgV9fczZPP/IA1dXVFBQUsHPnTp99ZtMhTdLclBbp1z2hhSI0r7/+Og982gLJsaiH2gkrf41f/vx/3HXXXWzbtk1+3Gz7HTM1jJaXl0+aMBqIRmxvGjZ9NYtmIbEghGY25iI0Y2NjFBQUyBvSnpxcarUai8Xi1XG9wVVoHA4HxWWV/O3zdj7tEAAH61Miuefra0nTT+7fuOLEjSxNN/CdfxbzfmUP3/1nEfdfvJ6gaaYc+jKiMZvNFBQUIIqiPGlUijays7PJzMykt7cXg8FAbW0tQUFBxMXFER8fT0xMzJSLR1tbG//4uBKHqGJVYjiZcVNfeNLvugqPO9GOZIufnp6OzWbj0Y9reehwNwgCMY5B+lVRbFwSzOrMNG6++Waqq6vdFpm5Lt5yk6afHRAWgtDU1tby+6dexbL1GkDkyZtO4V+qIvbs2cMvf/lLXnrpJbmS0tON9Ym9WaOjo/T29soTRoODg+VoZ7aGUW/xpmFTSZ3NExqNxqs9mt7eXgoLC1myZAlr1qzx+Aufr9SZxWLhjc/yue/QKO2jzn+7/qilfO+E5TOmxI5ZGccjl27g2y8U8XFNLze9UMQDl2yYcqSuryKa4eFhDh8+THR0NOvWrZOjQOm5Jy7qdrudvr4+enp6KCsrw2azyQ4AcXFxBAUFUVtbS2trK7WWKGCY07LdX3CnKiiQXs9U0Q7AY3vbeGifs7Ltqp2pfFYbTL/BxHq9nb179xIWFsbKlSsZGBggMjLSr+mXriEzha3OvpGT/NCk6cpCEJr0jGVoc68AK3xjSzKbl+pZd8cd3HHHHZx88snjyvXnUo4tCALh4eGEh4fLE0b7+/vp6+uTU6lTNYzOFSV15mRBCI2v90pc9wrWrFlDamqqV69rPho2rVYbv3/5M16qcWB1OBvc/nh+DruWu5fuy1sey6OXbeTG54v4rK6PG/5RyEOXbpxkn+6L99bd3U1RURGZmZksX74cmH3TX61WEx8fT3x8vDzH3mAw0NHRQWVlpXxRJmWs5PBnNQCcmp0w6XncQRKEieXTUum0zWbjrx838+xB5z7Qd45J57TsBJ7e14pagGtO3kKYFtkap6SkRN5slhakiaW1cxVvyZF4U2qk3+eqLASheWJvC31WLXFhWm4+LhNwRiJ33HHHpNfmTanwdGg0mnHnoVQ44tow6lpC7W3zpFIM4GRBCM1sSELjzoUxlZXMXI8bKJo6eniiEor6nAJw1IpY/nBeNnHhni04OzL1PHb5Jq5/roB9Df1c/1wBj1y2cdxI3bmUN7t6wkmb/lLk4Mmmv+sc++TkZPLz83E4HISHh/PKvhrsIiyNUhNkGcRq1c7ZAcA12rHZ7fzfmzX8q8ApMj84fimXbk3iyX3OWTLbM6KJDFajUqnGpV+Ghobo7e2VZxS5Nov6wpvqiwFr/jcOnW+haeob4/HPnfPqf3LK8nEd/xNflxSR+iOaFASB0NBQQkNDJ00YbWhooKyszOumYG/3aJKSkrx5KwuWRSM04Lw7mOnOYjormbkcN1Bmnq/vKeWujzvpN6vQqgRuPWkFV+Wmu+VbNhVbl0bz1Dc3c+2z+RxqGuC6Zwt47PJN8sXs7R6Nw+GgrKwMg8EwbtNf+uNNZdnw8DAFBQXo9Xqys7NRqVT8rbQQ6OfopWE0NjaO64mJi4ubkwOAzeHgZ69X8b+SLgTgjrNWcd6GJdjtdt6r6gPgxCw9NpttUvl0VFQUUVFRLFu2DIvFIpdPt7S0yOkZycPNU2HsHjZT0HIkbebHajOJ+RQaURT57ds1WOwiectiOHUWYXV1jPA3rk2/4GwtkKKdpqYmVCqVWw2jUurWm4hGSZ35gdlOdklcZhIaybBx6dKlrFy50icXUCBSZ2aLlf975QCvVI3hEAXigkQevGILG9I8s1Cfio1pUTx95RaueSafgpZBrnkmn8ev2ERUiNarPRqLxUJBQQF2u33Spj/glcj09PRQUlJCZmamXHI+YLSyr34AgEuPXkNGbCgmkwmDwUBPT4/cEyOJjl6vd/tittgc/OCVMt6vMqBRCfzhvDWcnuOcZ9IyYKKqexS1AKdkJ6JWq6YtKACnfY5UWitNnmxtbcVisfDZZ5/Jd8FxcXFuNeC9V2lABDakRLIkAOOIA2mqOZG3ynvY1zCATi3w81NXzPrZuO75BZrg4OBxE0alqLalpWXGhlHpvPGmGEARmnnAdazyRFytZCTDRl/h74imobOP7/2zkKp+50J9xtoEjglpJ3uJ706ydSmR/P2qzVz9TAHFbUNc/fd8nvjmJo8jmuHhYfLz84mMjGT9+vVTbvp7giiKNDc3U1dXR05Ozrjv7f2qHuyiyOol4WQccUgODg6e1BNjMBioqqrCbDYTExMjl09PV1lotNi5+aUS9tT3o1Or+MvXczjeZcP9nXJn2mpHZgxxEV+YZk60xpmuWTQmJga73Y7RaGTDhg1ytNPY2Cjn/KVm0alumL4YsBaYwW7zFdEMmWz8cXcdAN86Kp10/eyVoIGMaGZCpVKNs0CSolrXhlGpP0sSCyWiWURCM9WibzabKSoqwmKxzGgl4y3+FJr/HKjjjncaGLVBqFbNr85cxdnrEtm9u93nUVR2UiTPXLWFq/5+mLKOYa76ez5/PXeF2xFNT08PRUVFLF26lBUrVgCed/q74nA4qKyspKenhy1btkzaR3u7zFkBNl06ZaqemJ6eHrq6uuQmPenfpSa9YZONb79QTH7LICFaNX+7eC25y/TjnvedI55qE4sPJlayzVQ+LX2mE++CJWuc2tpaTCYT0dHR4yqcDCMW8pudPUNfdqG578MGeketZMSGcPXONLd+R7om5rt4YSKuUa1rw2hHR4c81ruurs6jhlFFaPyENw7OAwMDFBYWEh0dzebNm/1iqe2P1JnZaueXr+TzWoXzJMxOiuCer68lMy5MXqT8ka5blRjOs1dt4cq/51PZOcK3/1XF9StmN/BsamqipqaGtWvXyheTq62/pxe+1WqluLgYi8XC9u3bJ0UfA0Yr+xoGAPeqzQRBkMunMzIy5CY9g8FASUkJDocDbXgMfzpopNpgJiJIwyOXrmfjhMmMzX1jVHSOoBaEGfdHpiqflkRHql6S3ud01jhSs6hkjRMUFMSB/mBEYH1yBEsiPR9z7A3zITTFbUO8lO8swPjV6StnbCp2xdubmkAysWG0v7+foqIirFYr5eXl2Gw2OdrR6/WEhk49z0ipOptHJBsaURRpbW31yErGW3wd0dR2DfOdfxymcdC5UF+5M40fnvzFxSalCP21L7QiIZxnr97ClU/nU987xr1GkV1Hmacso5UMPHt6eti2bRtRUVHjFlRvLnqj0UhhYSEhISFs27ZtypuD9yonp808YWKTXn1HLzf9q5KWQSvhGpEfbtYQYTEwNOSseJPegxTN7MiMJibUvSKSieXTbW1t1NfXs2rVKoAp93ZUKtWkCqf+/n7++qqzlHuZbpCioqJJ1jj+INBCY3OI/N9bNYjA2esS2LY02u3f9WVpc6CQBvqtWbNmXMOo5EYxVcOo9Lgv03RNWERCo1arsVqtlJaW0tPT45GVjLe47kPM5YIURZEXDzRx5zu1mO0QE6Lh9+ev5bisyXfO/jbyXBYXxnNXb+GbTx2ic9jCFU8d4u9XbSEp6ou7aH9s+ksRaFJSEllZWdP+vrTgn+Zl74wr7YMmbnqllpZBK4kRQTx08RoiGaOnp4fm5mZUKpWcYnt7mrSZO0jl3o2NjWzcuJHY2Fi3mkXlEQnBkVQYrAB88/h16Kwjcve65NUVGxtLVFSUTxfbQM+jef5gG5Vdo0QGa7j1xGUe/e5iFBrXHpqpGkaldGp1dTVms5l9+/ZhtVoJCgryyw1Gf38/N998M6+//joAZ599Nvfffz/R0dFTPt5qtfKLX/yCN998k/r6eqKiojjppJP4/e9/T3JyskfHXhBC4+7JXl1djU6nIy8vj+Bg/6cXpJNkLkIzYrLx01eLeLeqH4CdmTH88fy10zbjBaLSbWlsKE9cto4rnjpEU98Ylz91mGeu2kxKdAgjIyPk5+cTERHBunXrxvUwSa/PUzo6OqioqGDlypWkpU2fk+83WlzSZnPrI2kwGLn2uUI6h8ykRgfz5BUbSY0JAWLGjRQwGAzsLamlotOCSoBVYSZGR0fd7gx3OBxUVVXR09PD1q1b5TvR2ZpFXaOddyu6cYiwLjmClcmxQKy8GEnNomVlZdjt9nHNonN1Jg5kRNM5ZOJvHzcCcOsJmcSGedZ6MF9D2ubCTD00Go1m3D7j2NgYdXV1vPTSSzQ2NnLuuedy1llncdppp3HiiSfOqR9Q4tJLL6W1tZW3334bgG9961tcccUV/Pe//53y8Uajkfz8fH75y1+yYcMG+vv7ueWWWzj77LM5dOiQR8deEEIzGwaDgeHhYaKjo9m2bVvA7mxc+3dmOqbVauW5557j+OOPJyMjA3BuoD/00pu8b0ync8SOSoCbj1/Ot47OQD1Db0yg3AhSY0L4fzl2nmwIp6V/jCueOsw9Z2VgaKwkPT2dlStXAl9sfnsTxYiiSH19Pc3Nzaxfv564uJk3ud+vNMhps6VT+Lm5S2XnCNc9V0if0cqyuFCeuHzjJGF33Tf5uDsIqGfDkhBsowPs29fglh+b3W6nuLiYsbExtm3bNuNd6HTWOA6HQzbRPGFljNy7IwgCGo2GhIQEeTSC5KLQ3t5OZWUl4eHh8qydyMhIr76fQC3ev3+3jjGrg42pkZy3cfKQwdnwpvFxvnHX50xqGL3uuuv45je/SVxcHH/605/kRb6mpoaf/OQnc3otFRUVvP322+zbt48dO3YA8Nhjj5Gbm0tVVZWc7nUlKiqK3bt3j/vZ/fffz/bt22lubiY9Pd3t4y9ooZEWqvr6eiIjI0lISAho+OxaDz9T890777xDcXEx1dXV3HDDDYSEhvL/HniNYnEpomBnSYSOey9ez6a0aLeOGQihUalU6IPgmSs3c/WzhTT2GrnhxQruP38FWVmZXnX6u2K32ykrK2NwcJBt27a5VUXji7RZUesgNzxfzJDJxpol4Tx22Qb0s9w9v1PhPO45m9PZvDkZu90um4BO5ccWHBwspxfVajXbtm3zqDnTNdrpHbWQf6RJ8+TVceMmi04sn5ZcFDIzM7FYLHK0U1RUBDBusqg7zcqBEpqPqnt5v6oXjUrgl6evROXFMRdjROOtzxnAGWecwWWXXcaf//xnn6wHe/fuJSoqShYZgJ07dxIVFcWePXumFJqpGBwclKfcesKCFRqbzUZxcTHDw8Ps2LGDpqamgNrBwBd7EbN90aeccgqNjY3U1dXxh/sepih4Pb3aTBDg+OVR/PHCjUSGuLcQBVJoAGJD1fwiL5xfvG+k0yhw6xstPB0bR4Y+xGuRkcrOAXbs2OHWoueLtNm+hn6+888Sxqx2NqdF8dAl68fZmkxFS/8Y5R3jq83UavWMkURoaChms5mIiAg2bdo0pzvt9yp7cIiwNjmCZYlRk6Kd6QoKdDodS5Yske1/hoaGMBgMNDc3U1FRITcRzuSiEAihMVrs3PlOLQBX7EghK8G7aqrFvkfjLkajEWBc1Zkv3ndnZycJCZNv4BISEuThhLNhMpm47bbbuPTSS8eZnbrDghCaiSe7tE8QGhoqz5r35ZRNT5it8qzfaOFQ0wD9GSeypyeVATEMBAHBYeO2U5Zz5VGzdz27EiihkV5TYWEhKpuN56/dxo0vVlDdPcIVT+fzxGUbyEr03OZFsgGKjo4mOzvb7QtNSput8TJt9nG1ge/9qwyL3UFuZgz3X7xukpHoVEhR1LaM6CkjH1c/tszMTAwGA8XFxQQFBTEyMsKnn34qRzqxsbEe285ITaJSz9B0ezuzNYtK1jjS1EmpfLq5uXmcpYqrQWQghObhz5roGDKTHBXEjUct9fp5vipCMzo6SkhIiNu/d/vtt/Ob3/xmxsccPHgQmHov3N1zwGq18o1vfAOHw8GDDz7o1mtzZUEIDXxh8tjR0UFpaSkZGRmsWPHFIr1QhKZ3xMLBpn4ONvZzoGmA6q4Rl0eHw5HvLEQ0sXOJ2uMLOVDD1qR+D5VKxY4dO1Cr1Tx5xXque66Yyq4RrnmuiCcu38hqD1wKpN6V9PR0li1b5tF7n0vV11tl3fzk3+XYHCInrIrjzxdkE+TGOGtwWejdiKK6u7spLS1lxYoVpKeny3YkPT09NDQ0UFpa6pEfW9+ohQONziKRU6Z53540i0p/goKCSE5OloseBgcH6e3tlQ0iJTt8f9/QVHeP8ux+p0npz05d4ZbwT8diFBpv9pVGRkbcsiuS+O53v8s3vvGNGR+TkZFBcXExXV1dk/6tp6dnVjcVq9XKRRddRENDAx988IHH0QwsIKGRqndaW1vZsGHDpDBPo9FgNpsD/rqGrALvVBgoN3RwsGmAup7RSY9ZGhOEvaMSoaeW5fHh7A/eglEdznf/vofHrhXIzMx0+3iBiGgMBgOFhYUA5OTkyCXVUcEanrhiA9/6RzFlHcNc/WwBT1y+keyk2Wv6W1paqK6uJjs722Pn2X6jhf1eps1eKejg1/+rxCHCGWsTufOc1bOOsZZfc/8YZR3DqAQ4efXMx21paaGmpmacXY6rHcnKlSs99mN7r9KAQ4TspHDSYmYvZ52tWXQma5yYmBhWrFgh2+H39vYiiiKFhYXEx8fL1ji+2nB3iM6eGZtD5MRVsRy7cm6tCPPpy+YtgRh6Jp1fs5Gbm8vg4CAHDhxg+/btAOzfv5/BwUHy8vKm/T1JZGpqavjwww+9bilZEELjcDg4ePAgFouF3NzcKT/oQDkpdw6aONDUz8HGAQ409tPYawMaxz0mKyGMbRkxbMuIYWNyOP/55zN81PgROTk5fP/7t1DaZeLqZwtpUS/h/reLuefbC0dompubqaqqIjs7m7KysnGpGZVKRUyoWhab4rYhrnm2kEcv28D6lKnvYkRRpKqqis7OTrZs2eLxJiE4F1xv0mbP7m/lrnecjY4Xbk7mV1/LmrGibyLvHomitmfETFswIIoidXV1tLa2snnz5hnfn6d+bO9WSFY7nkdxnpRPu0Y7ISEhpKamkpKSwocffsjy5csZHh6Wh39NtMbxln8XdlLYOkSoTs1tpyz3+nkkFmNEY7fbPS5Bl4TG1ynNNWvWcNppp3H99dfzyCOPAM7y5jPPPHNcIcDq1au56667OO+887DZbHz9618nPz+f//3vf9jtdnk/x92CE4kFITQqlYqlS5cSGxs7rZWMu6kzm83G888/zwUXXCALVk9PDx988AEXXXTRpC+wtX+Mg039HGh0iktL/9i4fxeA5XHB5K2IZ3tGDFvSv8jlO/eSDrNt2zaysrLYvn07ERER5EZE8KOTl/PH3fW80x1OfvMAm9Oj3f4s/CE0kr9YZ2cnW7duJSYmRrbFmLjpHxms5fHLN3Dj805vsGuPiM2mCbYt0uyfsbExduzY4XWTmafVZqIo8shnTdz3YQMAV+1M40cnL/f44nynYua0meSO0N/fz7Zt2zy605zoxzY6OorBYJD92OyaEPY1OMeEn+yDkQAzTRadqdlWr9eTlJTEypUrGRsbw2AwyCO3Q0JCZNFx16cLoHfUwj0fOL+b7xyz1CeWOotVaBbS0LN//OMf3HzzzZxyyimAs2Hzb3/727jHVFVVyR5tra2tcnPnxo0bxz3uww8/5LjjjnP72AtCaADZan06JAua2XjggQf44IMPKCkp4fbbb8doNPLzn/+crq4uRBHyTjlLFpWDTf20DZjG/b5KgDVJEWxfGsP2zBjoqWP1svRJnbDd3d0UFxfLPScTF7lrdmVS2jHKm6VdfO+lEl69YTvxEbPf3fhDaKxWK4WFhZjNZnbu3ElIiLOiLCgoiIKCAnnSoGvqJDxIwyOXreemF0o42DTA9f8o4uFL1rP1iG3I2NgYhYWFBAUFeVze68r4tNnsQiOKIn95v57H9zgHZn3n2AxuOsZzG6KW/jFK251ps5OmSJvZbDbZp2r79u1zao507QqX/Nie/bwOh9hBWjg0lBxg6EiFWFxc3JznKM1WUOAa8bhGs6GhoaSnp5Oeni6POu7t7aWiomKcT1dsbOyMDdP3vF/PkMnG6sQwLt2WMqf3IrEYhcbbPRp/GWrq9Xqee+65GR/jarSbkZHhk3HvsICEZjbcTZ2dddZZHDx4kOrqam76zncYVYXRQxyOVTv4W/MSfv3XPeOfVyWwNjmCbUtj2J4Rw+b06HElsYeGx5dVu/b2SNMlp0IQBH579hqqu0ao7Rnl+/8q4akrN8+6f+BroRkdHZUr+Hbu3Dmu03/Hjh1yd3xFRQUWi4XY2Fg5vRMWFMRDl6znuy+WsK+hnxueL+KBb6xnjV5FYWEhCQkJrFq1ak4LgGvabDa7eIco8ru3anjhkHOD+ccnL+eqXPebxlyR0mbblkZP6lI3mUwUFBQQFBTE1q1bfW7YqtVq2dvqvME5f1smm9fHYDAYaGlpkac5Ss2irn5s3jIx2rHZbFRUVBAWFoZKpZpkkio1i7qOOpYiss7OTqqrq6e1xjnQOMDrJd0IwC9PX4nGy8F9E1mMQuPNHo3RaJxTynKhsqiExp3U2bJly7jjjjv4/ve/T4dJS9Oq8774x1ErWrXAupRIti917rFsSosiLGj6j8FV4FzHRO/YsWPW6ouwIA33f2M9X3/0AAebBrjnvVp+cmrWjL/jS6Hp7e2lsLCQlJSUcUaP0kXraoOxatUquV+kra1N7sWIj4/nD2dm8rM34fO6fm58vojrVzs4c+ty0tPT57wIups2szkc/PL1Kl4r7kQAfn3GKi7a4pnf0rjjymmz8ceVyrP1ej1r1qzxy+I20aE6Kip0XGmylL5qamoal4KbKbXsLna7naKiIkRRZNu2bfL57RrtwOSCgokRmdQsWlpaiiiK6PV6IqJjuOMt503ARZuTpt3X84bFKjTKLBonC0Zo3Jmy6W4xgOQ3ZQ46MqVSFNmSFsm3j1vO1qUxhHhQZikt/EajkYKCArRarUdjopfFhfGH83L47j+LeXJPM+tTo+SJjlPhK1NNadN/zZo1pKamztrpP7FfxGKxyBVUjY2NfCNZzciQiqIeB49Wqli7PpylcxQZd9NmFpuDH71azu7KHtSCwF3nruHMdd4PuGt1SZud7DLzpq+vj6KiIq/Ksz3h/SpnFLcqcbJDdVBQ0KQ5Nj09PdTW1lJSUkJMTIwsPJ7m8s1mMwUFBeh0OjZs2CAvgtNZ40xXUDDRIVuawfLE58009VmJ1MHZmQKDg4NeWeNMxWK1oFGExsmCEZrZcDd11tPTw89//nMAwkdaCBusZzRqGYdbh/nju9X8/ry15CS7f6elVqsZHh6moaGBpKQkVq9e7fGd1clrErj+qKU89lkTP/tPOVkJ4SyPn3qRmGsfjVQm3t7ezpYtW9Dr9eN6L9zt9NfpdHIvhrRfcdWKAf4uqig0iHz3n8X86sRkzt6S4fX+hZQ2y06aPm02ZrXzvZdK+ayuD61a4J6v53DiqrkZbkrRjGvarLOzk/LyclatWkVKim/2FaY9vtwzNPP7cPVjW7VqFUajUY52JJt5Kc05nR+bxNjYGIcPHyYqKoqcnJwpH+u6tyPd7LjTLBoZGcmATcsbDa0AfCd3CSqbiaKiIgRBGNcs6u1ensPh8Pp35wtFaL5g0QnNbJ2sTz/9NF1dXSxZsoTf/va3DA0N8d27n6YpdjvV3XDhYwe5/qilfOfYZbMOXZJy0wMDA+Tk5JCamur167/lhOWUtA0dsUkp4uXrtxM+hT2KSqXCarV6dQyr1UpRUREmk4nc3Fx50991drmnd5cWi4WioiIcDgfHHXMUxx+v4Qf/KuH9mn7ueL+dppYWjs6IkPP5szUpuvLFJM2po5kRs3Mq5uHmQUK0Ku6/eB15E6ZiesO7Ls2h0nC3+vp6t4w/58rAmJV9Dc4mTU/Lml03693xY5OQnDakPTV3vh9JdNxpFhUEgd++XYPFLrIzM5pLdq2UrZuGhobo7e2lqamJ8vJyIiMjZeHx5FxZjKkzb6Kw0dFR9Pq5n+MLjQUjNLOdcK5OyjPlqW+66SYEQeDKK6+UF78Hfnw1L73+Fu1LjuKdih4e/qSR9yt7uPOcbNanTm2/bbfbKS8vZ2hoiISEhDmJDIBGreKer6/jvEf202Aw8rPXyvnrResmvW9v92iMRiOHDx8mJCRE3vR3LWuVNnk9YXR0lIKCAiIiIli7dq38Hfzl4vX89D+VvFHaxd+r1SQlRxE8PExjYyNarXac6/F0F5qzK34AmDptNmC08q3niyhtHyYiSMPDl66fVF7tDW0DY5QcSZuduCqOqqoqurq62Lp1q1cdz57yYZUBm0MkKyGMzDjvN31n82OTnJ2Dg4Oprq5m6dKlc0oHzlQ+/XZ5D3sbBtCpBW47MUM2wHRtaF2+fDkmk0luFpX2nyQ/tpiYmBmv68UoNN42bCoRzTwinYSzCU1YWBg//OEPx/1s2bJl3HbLdwB4p7yL3/yvipruUS5+/CBX5y3l5uOXEaz9YkGUqo4A0tLSvI4wJhIbruO+i9Zz+VOHeKe8myf3NHPtrvH+T94ITV9fHwUFBSQnJ7N69Wrgi5SHdMF7irRfkZqaOs4KCECjUvH7c9egUQm8VtzJXR91cOc5azjzuHXyGOWpqthcU2wzpc16hs1c+1wRtT2jxIRqeeyyDW65E7iDZDmzNT2K9vpKRkZGphwp7S/emYPVznRMtb/W29tLW1sb/f39qNVqxsbG6Orq8sqPbSKuKbYhk5U/f9gEwLW5qaTrQ6bd2wkODp60/9Tb20tdXR1jY2OTmkVdz7nF5gwgCbE3Ec2XbbomLCKhkdI+c3UHODU7kW1LY7jz7Wr+W9zJE5838UGVM7rZnB7NwMAABQUFxMbGkpOTQ3NzMyaTafYndpONaVH87LRV/OaNSv60u4ac5Ah2Zn4RKnsqNK2trVRUVLB69WrS0tLmbO8vPadUSDDdJD21SuB356xGqxZ4uaCDn/6nAptD5PyNSbNWscXHx3+x4E5IH7UNmLj2uUKa+8ZIiNDx+OUbWTHNfpY3SMddHWbCbNawbdu2OfetuMuQycqe+iNpszkOdpsJnU6HIDg343NycggJCcFgMEzyY4uPj59zF/p9HzZgGLGQERvCDccsQ6Ni3Dk4VbOodPMj7T+tXLkSo9EoV7JJ9j2S6MTExCy6iEZ6z964NyvlzX7EnZPdVzY0+jAdf7pgLafnJPLr/1XQYDBy6ZOHOD8nhryIPtauXsnSpUvlC8LXDZSXbEuhqHWQ/xR18P1/lfDvG3aw5MgoZXeLASTrl7a2Nnms9VxFRhRFampqaG9vZ9OmTbPmilWCwO1nrkKjFvjnoXZ+8XolNrvIRVuSZ6xiK6lpZF+D87VtT9LId36NvUauedY5FTPlyFRMdzzA3EVKmwlAbloIW7as93slk8lkwm63ExYWxgdH0maZ+iAyY/23mEi+bOvXryc+3iloMTExXvmxzURx2xAvHHSWM//qa6vG7XnO1CwKkwsKQkNDCQ0NHWffI405tlgs8miEmJiYgEWfc8FboRkZGVEimvlGo9H41MH5xNXxbF0azV1vV/Hvwk5eKe1nX1QQv18dRYaLa7SvPdYEQeD2M1dT2TVMZecI33uphGev3oJOo3JL2KQqMKPRyM6dOwkNDfWqsswVu91OSUkJo6OjHtmtqASBX56ehUal4rkDrdz+RhVWu4PLto/f03KtYqu0tiJSw7IYDUPt9XzUWMmoJoo/HDDSP2afdirmXHm9oAWAnHgdx2zf6HeLfJPJxI9+9CMsFgv33HMP7x5J2w2WfMR99x3k5ptv9ulrEEWRhoYGmpqapvVl89SPbTpsDge/eaMKEThrXSI7M2OmfNxMk0WnSrHBZPseo9FIYWEhw8PD7Nu3z2trnEDiWoDjCf60oJlPFpXQ+GPRD1GLnJ9iZKmg5YVagbZBC1c8dZhLt6Xyg5NX+M22P0Sn5v6L13PBIwcobB3k9+9U86szVs8qNNIc76CgIHbu3IlGo5nRy8odTCYThYWFaDQatm/f7nEOXxAEfnrqCjQqgaf3tfC7t52uvVfuTJvy8e9WOEcXn7s5naPy0tlf28lPX6lmxOIgJUzke2tFRg1tDAueVbHNhMFg4PWCVkDg3K1LAzKtsa2tjerqaoaHh7n5Bz/hYOoFAFjr93NwNAKj0eizRUUURaqrq2UvO3fuimfzYwsNDZX/feKC/sLBNio6R4gM1vCjk1e49Rq9nbUTFhaGVqtl2bJlREdHyym28vJy7HY7er1eFp65WAX5EqkQwJPzTPoOlIjGjwQydSYxPDxMfn4+kZGRXH/mZq6wwR/freHFw208f7CVj2sM/ODoJGL85Kacrg/l7gvWcsM/CvnHgVbWp0aRu2R6oZE2/aV+HmnPSvIj8ubObmhoiML/3955xzdV7///lY50770XlE66oUUBEdmjRVRwoHC9CD8u1y+ggrgXKHqv4FVZgoLiQGnZIiC0gFCQ7j3pHhkdaZtm5/z+qOeYdKYZbVrO8/HoAwgZn9Mk53U+7/F65+TAwcFBo054BoOBV+YEwNiQga9u1mLXpQpIZfI+xQ6tfDHuVJN5Cmdk1LRjY3I5usU98+T/91gwxF3tVKMoWcWmTmiHpKGhAbdySlDTZQAGlJs0dUlAQAD27NmDTZs2IZtnAqk7wBDy4OYTgLfe3qa1WDxp/tne3o64uDi1nrc/P7bW1taeUGd+PuRyOVUhJmNa4bO/DE23zA6Ao6V6Oa7hzNpRdLPoXW3X0tKCpqYmlJaWwsLCghIda2vrUdvtqNtgSudo9ABtDj9rbm5Gfn4+/Pz8EBDQ4/xraQS8tzQYC8Jc8PrpIjS0C7HlbBWmuxsgPFo65FhgdXgo0BH/mumHL69V4e2zxdi3fEK/QkMm/SdNmgRvb2+l8lJ1SpeBvwd5+fv7UzkpTWAwGNj0sD+MDQ2w93o1/nvlHiQyAutn+FL3IWewhLpZoYrbjf/7pQAiqRxTfW3xxcpwWDCNAGtzamhXW1sbOBwOSkpKBq1i6w/Sl662thZsUw8ATYj1sYWT5chd9QYHB2PJP1/C3qKekw5haoMy7yVI+qYIpkYl8LAzhaetGTztTOFlawYPhT8tmEN/3mQyGfLy8iAUChEXF6e1K/re3f/kqOi6ujrsuctHt5iBIEcTzJ1goZVJnYPN2hEKhRCJRJDL5ZBIJEq7HTIPSIojWT6dn59PWeOQwjNSRR+Aes2awPitOmMQ2rLn1BCCICAWiwe9T2ZmJpycnODtrZ6RIvk6FRUVqK6uxuTJkwecLscXSfHf3yvw/Z893c6u1iZ4b2kwZk7UfkOfTE5g3fc5uFHRAndrJl6JkGPhIw9R6y0rK0N9fT0iIyOVkv7qioxik2JYWFi/s8Q1Zf+NasrG/7lYZ2xdEAIGg4F/fJeD21VtmDPRFqmVPEjlBGYFOuDTx0IHnYqp2CvC4XDQ0dGhVMXWO8Qml8tRXFyMlpYWREdH45/HS5HX0IE3FkzEU3Ga9UQNh5PpJXj9UgPAMADkMhi218LI2hkSYwvIh/jm2Zsbw9PODJ62pvC0M4OXnSk8bHv+dLE2ASGTUQPsIiMjR6Rz/loZF//vp3wYMICdM61hKeVp3Y9NEYFAgIyMDKqYgSAIJUdhxfJpRUhxJIWns7NTqVlUG2alg9HS0oLy8nLEx8er/BiRSAQnJyc0NDQMWO05VtEboQEw5ATNnJwc2NjYDGtipSJkEp3P5yMqKkqlK4fUwnq8eaYEnL8qnJMi3PDagkDYmGn3S93eLcGjB+6goV2IcAfg542zIZfLqPXGxMTA3Nxc6UpPnXwMOZeGw+EgMjISNjaaN0EOxOGbNfjvlXsAgEfc5Xh75YOYufvWXydYAgADC0Kd8VFSsMpTMUkUq9haWlqUQmzW1tYoLCyESCRCVFQUWkXAI5+lgwEgbcu0EdvR/HijGO9fbewRGUKO16aY4Ls976OzsxOh4RF45e0d4AqAunYBGtqEqGsXoL5NiPp2AXiCwXfuRgYM2JkALhaGCPJyhJedOSVGnrZmsDEz0prHGHkSF0hkWLL3Dhp5IqxJ8MIrcyYo+bFxuVwIBAKN/NgU4fP5yMzMVHI06N0sqig8vXM7iohEIiq309LSAkNDQ8pJwc7OTusizWazUVNTg7i4OJUf09raCl9fX8ojbjxx34TOSLt8U1NTJCQkqPzBivOxxfYoAnnwwdHbtTiV24SblS14Z0kQHgnS3k7A1twYn6+YjJWH7iK/hcAXV8sRbcqGiYkJEhIStJL0l0gkyMvLg0QiwdSpUwedKaINnn/ABxw2C9/m8/F7owFqD/0BOUGeABiY7mGIj5eFDGsqJoliFZtiiK24uBgikYhKHjMYDFwq6pmVPpJhs58zG/FBavNfIkNg50I/JMX5I8a3J2fj6e6KCa62CBwgh9AhlKC+TYiGdiHq2gTUn/XtPX+XyAhwBABHIEUBt7nP4y1NDKndDxma87Q1g5edGdxtTQbdPZJcvXoVX375Jb766ivY29tj37VqNPJEMJULsP7BnqiCNv3YFOnq6kJmZiY1lI38rKs7WdTExARubm7U3Csej4eWlhZUVVWhsLAQNjY21G5HGxMu1QmddXV1AcC4zNHo1Y5GLBYPOminqKgIBgYGVPe7qnA4HOTm5sLLywuBgYHD+hB1d3fjxo0bmDt3LrLreHjtdBGquN0AgMXhLnh9waQBxwCrww/p9/Dub/d65nnMsMeTsyK1kvQn3afNzc0RHh6u9Rkrg/HJqT/xTR5f6bY53obY89x0rYYvyCtgS0tL2NragsvloqOjA58VGqOSJ8fLs7yx5kHduTIDfad/AsC/HnDDv2b//Zmtq6uDh4eHWu9jV1cXMjIzYWTlCBN7dzTwhKhrE6JeQYw4XYOHoAHAxcqEEh9PO1N42ZnBw7bnT0dLJqQSCebNm4eGhgZMmjQJb3+6H8/9WAoCDMjSvsTX72/GAw88MOhrSKVSyimCy+UO6semSGdnJzIzM+Hl5TUs25ze5dO9Q2yKzaKKKFrjtLa2wtjYWKlZVJ3vSkNDA7hcLiIiIlR+THFxMR5++GF0dHToZcm2JowpoSkrK4NEIkFoaKhKz0f2FVRWViI0NFStuKdIJEJqairmzp0LAwMDiCQyfJ52D4dv1kBOAA4WTLy1aBLmD2L9Pxyqqqrw3q/luMU2gK2ZMU68EAc3a6ZGnf5tbW3Izc2Fm5vbsIVWW6z85CTyBLYAgGBDFk68tkKr62hvb6dm7yha5tRwOrFgXwYYAHZMIeBgoXkV20DICQIfXazAsb/yegCwPMoN7y1WzchyKEjXiqHGGAglMjS094hPXbsQDX/9Wd8mQH27EN3iwSs3mYYG8LQzhT1Tjrz0NAi4dTDwnwaGnQfkdTl4fYYjVq1aNay195djI/3YHB0dYWNjQ7kZZGVlwdfXV+0QOUnv8mlVQmwymYyyxmlpaYFQKIStrS2Vf1J1t1FbWwsej4fw8HCV13v37l08+eSTaG5uHpXvqC4Zc6EzVe1gZDIZCgoK0NbWhilTpqidi1A08zQwMICJsSFenjMRc0Oc8dqpIpSz+fi/n/MxL4SFtxZNgqOaoRmyK7+mpgbL/eToNLJFfmMH/u/nPBx9NhJmTPVi7o2NjVS1mqbGoOpy5spNlAh6jAK9DNoQz6zD77//jjlz5mjl+VksFgoLCzFx4kR4eSn37qRW9JRSx3jbYOncSI2q2AZDLJPj9dPFOF/Apm6L87HFmwu1I+xcLhd5eXmYMGHCkMUwpsaGCHCy6HcUBUEQaOuWoJ4UIqWwnBDNPBHEMjnucbtxDwB84mHo05PQJiRCrAo1HbbIAAP7sXG5XGRnZ4PBYMDa2hptbW3w8/PTWGSA4TeLGhgYUEafDg4OAHoiAaToVFRUwNTUVKlZdKALFXVCZ+O1tBnQM6FhMBiD7mhUzdEIBAJkZ2fD0NAQCQkJGp1AyA+qTCZTyutM9rBByrqp2HutCgf/qMbFIjbuVLfhjQWTsDjcZVgnF6lUiry8PHR1dSE2NhZ37tzBp8uD8fihTBQ2deHDS5V4f8nwwoUEQaCyshJ1dXVUtdpocPP2n/jkVhvEsECADQPvzgzAlcuVVIPorFmzNHr+2tpaVFRUDFg9R5pozgtxhoGBAXWSGMqLbTiNot1iGTb90jMzh8TLzgyfPR4G5jCLHPqjubkZhYWFCAkJgZubm0bPxWAwYG/BhL0Fs98JmBKZHM0doh7haRPg6IV03JPZ9yTis1Nwm9GM1mdXaGxlz2QylXIm9fX1KCsrA5PJxL1799DS0qI1PzZA/WZR0hrHy8tLyRqnpKQEEomEKp+2t7dXclJQN0ejjWPVR/RKaIZClSmbra2tyMnJgYuLi1ZG8ZIfuv56W5hGBtg0OwBzQ5yw/VQRSpq78HJyAX4taMY7i4NVslARCATIysqCsbEx4uPjqQ+Zg5kBPlkWgnU/5iE5uwkRHtZ4LFq10J9MJkNhYSE6OjoQFxc3qrbjZ+uZaCEsYGkMHFwdDzcbUxgZMHD16lUEBASo/byKvmwD2a008YTIbegAA8DcXk2aQ00UVbVRtL1bgvU/5iGvoQOGDEBG9CTi964Mh6255pVMpG9ZRESEzmflAICxoQG8/iqpfvvEMdwT+INhwoAf0YzW1kKUcrl47rnncPToUa3NTWltbUVFRQVCQkLg7u4OgUBA5XU09WMbiOE0iyrudsh1BAYGgs/no6WlBSwWC2VlZTA3N6cuZOihZ8qMKaEZyhmAHF9MNjWO1OuGuFnjxAtTcPBGNfZdr8LVUi4yatKxfX4glkW6DXiF0t7eTg2kCgnp6TORSqUwNzfHrVu34ODggDWxTjh8l4MPLpQjyNUSYUNMBxWJRMjJyYGBgQGmTJkyok1qvTmXz8KZojYwAPz38clw+8s4dPLkyQgICFC79FUul6OgoIAS0oGe59JfkzSjvW3gZDW46A9UxTZYiK2JJ8Ta73Nxj9sNUyMDCKVyGDCAT5eHDjhBVVVU8S3TJTy+EOd4HmCYWMDNRIyUl55A/TNTsGrVKjQ0NKCxsVErQsNms5Gfn4/Q0FC4uroCAMzMzODl5aW0i1D0Y1MsKNCGweZgzaKD7XZIJwUfHx9IJBJqt1NYWAiJRAIzMzNKfFSJqoxXnzNAz4RGleFn/YXOSAsONptNjS/WJoqjbQfC2NAA/3rIH48E9+RuCho7sP1UES4UsvDekmDqJEvS2NhI5RV8fHyo4yAIAgkJCejq6gKHw0GCLRt/2hPIb5Vj44+5+GF1BNwd+hebzs5O5OTkwM7ODiEhIaNauVLJ4ePtc6UAgPXTfTB9gnLoTt0vFDlFVCaTDSmk6s5+USXEJmTa4p00LlidYtiaGVF9L6/Om4gHJ2gWplTHt0ybEASBdy5UQmhiDytjAj/8v4dgYmSIgIAAfPfdd+js7ERYWJjGr0OGBMPDwwdsGlbFj83JyUlrBpvqlk8bGxsrWeOQjbSNjY0oLS2FpaWlkjVOf+c6Wmj0hP52FiKRCNnZ2ZDL5dT4Ym0zHGPNSS6WOP7PWHx9qxafp93D9fIWLPoyHa/ODcTjMT2hr4qKCtTU1CAyMhJOTk792vtbW1vD2toaAQEBmBDciae+yUVjpwQbv8/AS7GmcHF2hpOTE/WhJT2pyGqd0Yzzdotl2HSiAAKJDPF+dtgwU/PELtBThpqVlQUzMzNERUUNGppo4gmRU99/2Gw49Bdi+6OoDq/+VocuMQF7E4AvloIA8ES0G56O81D7tQDt+JZpyoE/anCpmAMjAwb2PxOtFALWJNypCDkJdDghweH4sTk6OmplNz/YZNHeE2wVdzvkxYqnpyfEYjHVLJqbm9uTJ1OwxiFzv3ToTE/onaPh8XjIzs6GnZ2d0qhhbTNcM08jQwO8MN0Xs4Oc8NqpIuTU8/Dm2WKcL2jCUxMAUxkf8fHxsLS0VMne39nWCnufisSTX2eipF2Oay2WWGzZ4+JsaGgIU1NTdHZ2DjqobKQgCALvni9FJacbTpZMtRsye9PZ2Yns7Gw4OjoiKChoyCvXywphM+chwmbD4W5dF1650ACBhECQiwVausQQiSQIsmNgmkkDcnOFalex6cq3bDiklXHx+V89QG8tDNTK+OzekIn/yMhIjaIPA/mx1dbWUk2YpOhow3JG1d0OGQInX4/JZMLV1RWurq6Qy+Xo7Oyk1llcXAyZTIarV69CIBDoZEfT1taGF198EWfOnAEALF26FJ9//rnK4dh169bh4MGD2L17NzZt2qTWGsaU0Cie8MnQ04QJE+Dr66vTK3h1RwUEOFngh+dj8d3tWuy+UonbVe3IrgVeemQCHjQzV/pwDtUjE+hiiXcXB2HrySIcy25BQmA4pk8PQUFBAVpaWmBkZERZyzg7O8PR0XFEvK9680tWE87ms2DIYOC/y0PVdvZVpKWlBXl5efD19VX5vdbFyORfC1h49a9JovG+tuBLZODwJfB1MMPXa6JhKBOpXcUmkUiocEtsbOyovHf3uHxsPVkEAsDKWHeVi0+GQ21tLSorKxEVFQU7u/5n2KgDg8GAjY0NbGxsEBAQAJFIRBUUVFdXUyE4Jycn2Nvba6VheaDdDp/PB5/Ph5GRETW0TbFZtPc6s7KykJ+fjz///JNyql64cCHmzJmjFSuap556CvX19fjtt98AAC+88AJWrVqFs2fPDvnYU6dO4c6dOxpfwOpVw6ZMJhu0fFkgEODatWvw9fVFfX09IiIiqAmCuuTOnTvw8vJS+5fN4/Fw4Y9M/HTPEMVcCQAgzscG7y6aBG97s2EZY+74rQzf/9kAKxNDvD3NDLaGEkRFRVG7Gg6HAw6Hg66uLtja2sLJyQnOzs4jMpWwqKkTT32dBbFMjpdm+/cZEaAOTU1NKCoqGtZurblDiIf39HibpW6eppUdzQ9367HjQjkIAPNDnGBowMD5AjasTY3w0/Mx8O01MbO3F5uRkRG10+ldOUWebExNTTF5su6nfvZHp1CKlYczUdXSjRhvGxxeFamV0mxFqqqqUF1djejoaJ167PVGl35svenu7kZGRgZcXFzg5+c3LD+2tWvXwtjYGK6urjh//jwYDAYKCws1Wk9xcTFCQkJw+/ZtTJ06FQBw+/ZtJCQkoKSkBJMmTRrwsQ0NDZg6dSouXryIRYsWYdOmTffHjoZ8szgcDhISEkYscabJHJympiYUFBQgPnQiHp/vjR/u1uO/v1fibg0Pjx7MwP897I9npnhCLpX0uYqVSPre9sqcCSio5yG3sQufZXTjxPp4mJn1nEgV8zpkiSibzUZ5eTksLCyoq+uBkpGa0CGUYPOJAohlcswKdMCaaZpV/REEgerqalRXVw+7D4gMm0V5aR42IwgCX1yrxr7r1QCAp+I84GTJxGepVTBkMLD7sdA+IgOoXsVmaWmJ/Px82NjYIDQ0dFQKOOQEga0ni1DV0g1XaxPsfkw7/T8k5LiGuro6xMTEjLhhpK782HrT3d2NzMxMuLi4KDlwqNosKhQKERkZiVdffRWffPIJeDyexseenp4OGxsbSmQAID4+HjY2Nrh169aAQiOXy7Fq1Sq88sorKjuxDMaYERpySBkAREdHj2h1hjqhM8VxBBEREVQ1ypOx7njA3wbvnC/Hnep27LpUgVOZNTDK/Anvb91I+bidOXMGv/32Gz788EOlq7/uzg6s9OajptUAdZ1yfPBbJT5KCu4jHIolouScDg6HQ+V1HB0d4ezsDHt7e41PbgRB4PXTJahrE8LD1hQ7E4NhoIGQEQSBkpISsNlstaqufivUTthMJiew47cy/JTRCADYONMXE5wssOlEz1Xm6wsmIsF/6BxD7yo2Pp8PDoeD2tpadHV1gclkwtzcnEoGj3Qhx+epVbhW3gITIwN8/kS4VsKdJOT3oLGxEbGxsXqR7DY3N4e3tze8vb2V/NgKCwtV9mPrjUAgoJyme9s8KeZ2yOKB/ppFGxsblXaz2tj1NTc391vR5+zsjObmvmasJLt27YKRkRFefPFFjdcA6JnQDPQFY7FYVIy+srJyxL+IqpQ3KyKTyZCfnw8ej4f4+HhYWVkpJf297S3w9apI/JLVhE8uV6C0RQJ4J2LdnhPY++JyVFaUY+/evQCAtLQ0JCYmAuj50BQVFSEqaAI+C7TCP77Lxdl8FiI8rQedsUJux8lkpKLTsUQioa6unZyc1MoNHLldhyulXBgb9lzhazJCgfzddXd3Y8qUKcMO+TV3CJFd3wFAs2ozsVSObaeKcLGI02NwujAQkz2ssepIz8XO01M8sDJ2+BVmZOWUVCpFdXU1fHx8YGFhAS6Xi5qamkFDbLrgYhEbB/6oAQC8u3gSQt21V0pNEARKS0upCwZ9LN3tb2Inh8OhquL682PrDTkzx8nJaUgvQVJ0ejeL3rhxA9nZ2Xj44YdVWvc777yDd999d9D73L17F0D/59XBhtVlZmbis88+Q1ZWltbOtXolNL0hbVSqqqoQHh4OV1dX1NbWam3KpqoMJ3RGluCS9jfGxsYDJv2fiHHHgxPs8ebpIqRX88BxfwBPf5MF2+qrMAGw4oknsHTpUqVJkeHh4T3D3wC89Ig/Pr5ciY8uViDY1UqlCqH+ekTYbDZqa2tRVFRE5XWcnJxUKq3Nqm3Hp7/3zJx5de7EIRtKB0MsFiMnJwcMBgNxcXFqiR5VbeZlo5IzQ3/wRVL8++cC3K5qg5EBAx8/GoIYLxusOJwJgUSOB/ztsG3uBLWeG/jbt0zRm83Dw0PjiaLDpYzVhddOlwAAnov3wtLJrlp7boIgqMFzcXFxI5Ij1BTFUnZ/f/9+/dgUB7wZGxtDKBQiMzMTjo6O1Myc4WBgYIA7d+7gySefxP/+9z+sX79epcdt3LgRK1euHPQ+vr6+yMvLA4vF6vN/HA5nwKGPN27cAJvNVmp6l8lkeOmll7Bnzx5UV1ertEZF9KoYgBzVCvT4f+Xn56OjowPR0dFU+CQtLQ0RERFarVgZiqKiIhgaGg6aOANAOc86OjoiNDS0j73/QEl/giDwc0Yt3jtbBMKoZ6vOlAvx/x4OwsIwZ7Q33EN7ezsiIyOVwkgEQWBLciEuFnHgbMXEibVxGoU9hEIhOBwO2Gw22trahszrtPLFWH4wA6xOERaGOuOTR0PUvgLq7u4p17a2tkZoaKjaV/LPfJOFrDoets+biFVTh28i2soXY90PeShs6oSZsSE+XxGGaC8bPHc0G/mNnfB3NMcP/4iGtal6uzZVfcvI5kSyuGOoiaLDpV0gwRNfZaC+XYgEPzsceHoyjLSUHyJ7gXg8HmJiYnQ+92gkIGfYkLkdcuRyd3c37O3tER4erlYI+u7du0hMTMR7772Hf//731qP1pDFAHfu3MGUKVMA9BQ3xcfHD1gM0NLSgqamJqXb5s2bh1WrVmHNmjVDngf7Q692NOQvmTzpMJlMJCQkKDVeaZKYVxdVXrO5uRn5+flUuTXwdxy2vwoTRRgMBsyacuGW/S04IY9BYuECsYEpPkurxmdp1ZhkZ4Anpvohwti0z+M+WBKEcjYf97jdeCm5EIdXRah9wjA1NR0wr2NgYEBVsNnZ2QEMA2w9WQRWpwh+DuZ4VwMrfLIfStMxBqwOEbLqehKo6oTNGtqFWPt9DqpbBLAzN8b+JycjzN0Kr6QUIb+xEzZmRvhyZbjaIjMc3zLF5sT+vNg0CbFJ5XK8dKIQ9e1CeNqa4r/LQ7UqMgUFBZRB7Gj0AukCAwMD2NnZUSOlybEURkZG4HK5uHnz5rD92LKzs5GUlIQ33nhDJyIDAMHBwZg/fz7Wrl2LAwcOAOgpb168eLGSYAQFBeHDDz/EsmXLlNyrScjwuzoiA+iZ0AA9YYXc3Fy4u7tj0qRJfU7QmkzZVBdDQ0OIxf0PkyLDWvfu3VNK+vfu9B+MM2fOYO/evTACsNarBVcbWlBiMgkw6PmwlrbJ8f5vlfjo8j3MCnTE4nAXzJjgAKaRASxMjPC/J8LwxKFM3K1px+4r9/DKHPXDOiRD5XVSOea4dU8AUyMD7Hk8FBYm6n2UyK7ugIAAyopHXS5pEDYrZ/Ox9vscsDvFcLMxwaGnI+HnaI6916rwayEbRgYMfPZ4GHzsh9+prw3fMlWq2Mg+kaFO7p/+fg/pVW0wMzbA5yu0Y/4J9IgM2XAaGxs7qj57ukQkEqGwsBBOTk4ICQmh3g8ul0u9H0P5seXn52Pp0qV4+eWX8dJLL+k07/z999/jxRdfxNy5cwH0NGx+8cUXSvcpLS3VSpXbQOiV0PD5fGRnZyM4OHjA2SmjsaMZqOpMceYNmfQfrsgAPSdbAHjiiSewZs0aLGtsxL+2v497LjMgteoJr1iZGqFTKMWlYg4uFXNgbWqE+aHOWBLugmgvG+xMDMKmXwrxTXodJntYa7VRsXde50phA1L+KAcAPOYrBa+2BDUC1fM6JGSHeGho6IDx4uHwd5Pm8HYz2XU8/L8f89AhlGKCkwW+ejoCLtYmuFDIxhfXqgH0dMlP8R1+uJZMiLNYLK35lg1UxUYmsAcLsZ3Nb8aR23UAgJ2JwZjkop0qMJlMhtzcXEgkEsTExIxKw+lIIBKJkJmZCRsbG8oIV9GPjXw/+vNj6+joQFhYGCorK7FkyRJs3LgRr732ms6Lm+zt7XHs2LFB7zNUBkWdvIwiepWjAXrCKIPFdDMzM3uS4Vp0Zx6KmpoatLS0IDo6mrqNbLJjMBiIiooCk8mkRAYYOB/THwRBIDMzEzExMdTJ18/PD7zOLqRyLXD4Zi0IAK7WJoj2ssHdmnalcb0etqZYEu4CdqcIKTnNMGca4vjzMRo7CPcHq0OE5QfvorVbgsei3PDaHF8qj9Da2gpzc3M49/Jh6+94FWflaCPfxu4UYdbuWyAAXN2UAFdr1fIC18pbsPmXAgilckR6WmPvk5Nha2aM/IYOPHs0GyKpHM/Fe6mV/Ff0LYuOjh4R37LBGkWbRMZ47ttciKRyvPCgDzY97K+V15RKpcjJyQFBEIiKihrRMeEjiVgsRkZGBpVHVOX7rejH9tRTT6G5uRlWVlaIiYnB119/PaCZ6HhD74RGJBIN+v85OTmwsbHRygQ+Vamvr0dTUxPi4uIAAB0dHcjKyoK9vT3VZNfbYG+4VymkY29TU1OfYoe71W149XQxmngiGDIYWDfdBxGe1rhQyMalYo7SaF4LpiH4Yhm87c2QvDZW7ZBWf0hkcqz5NgdZdTwEuVrihzXRMDX+OxatmNfhcrlUXoe0/SDLxIuKitDW1oaoqCit9VUc+7MeO38rR5SnNb7/R4xKjzmT14zXT5dARhCYMcEeux8Pg5mxIVgdIjxxKAOcLjFmTLDHlysnD9uvTdG3LDo6elRyFYohtsoGNnbelaJNzMBUL3N8uTIC5maaJ+lJ6xwDAwNERESMe5GxsrJCWFiYWruQsrIyPPvss7CysqLMgOPi4nD48GGtNEXqM3r3qdDWlE1tQgoJ8HdPT0BAACV2qib9B4KssBMIBJgyZUqfK984XzucXBeH938tx/kCFvZer0aEhzV2LQvBmwsDcbWUi7N5zbhZ2Qb+X6JT2yrAgi9u45U5EzA7yAnmTM37MfZcvYesOh4sTQyx+7FQJZEBBs7rKE4j7O7uBoPBwJQpU7R68h2ut9nR23XYdakCALAk3AUfLA2CsaEBBBIZ/nU8D5wuMSY4WeA/y0OHLTL64FsG/B1is7a1w47b3WgT8+BhbYTnAoFbN/+gQmzqmk5KJBJqaF9ERMSoWOeMBGKxGJmZmbC0tFR5J9Ob6upqJCYmYsmSJfjf//4HAwMDNDc348KFC6NuhDsS6N2ORiwWDyo0xcXFYDAYVAf9SMBisVBRUQFXV1fcu3cPkydPphxjh5uP6Y1QKER2djaYTCYmT5485EnpXD4L7/9ahk6RFOZMQ7w2fyKWRbiCwWCghS/GhUI2fspowD1uN/UYM2NDzAl2xJJwV8T72anlpnyllIN/Hy8AAHz2eBjmDKOqiyAIaiAU+fsabr/OYAwnbEYQBHZfvYdDN2sBAM9N9cQrcyfAgMGAnCCw5UQhLhVzYGdujOPPx8DTbnj9H/rgW9ab938tw48ZDbBgGuL4P2Pg72gxLC+2/iBPvmZmZpg8efKozj7SJeRxmpubq13C3NDQgLlz52Lu3LnYt2/fuP1dDcaYE5qysjJIJJIR3WqSuxhjY2NER0fD2tpaKyLD4/GQk5MDJycnlazvSRrahdh+qggZtX+X8r6zaJJS9dAXaVXY+5c/lyKOlkwsCnPBknAXBLuq1otR1ybAYwcz0CmS4tmpnnh13kTVDvAvurq6kJ2dDXt7ewQHB0MsFg87rzMYZNgs0tMaPwwSNpPK5Xj3fBmSs3t6BDY/7I9/PuBNvd7nqfew70YNjAwY+ObZSMR42w5rHaQNia2t7agPniM5kdWIt86VggHgixXhmDWpb1m14u6Tw+EMWcVGJsQtLS0RFhamF8epCyQSCSWm6opMU1MT5s+fjwcffBCHDh3SiwuP0UDvhEYikQxq91JZWQk+n4/JkyePyHpEIhHu3r0LPp+Phx56iEr6DzVDZihYLBYKCwvh7+8PHx+fYT+HTE78NVytClI5AWcrJnYuDca0gB7vLYIgsP10Mc7ksWBtaoSHAh1wrbyFmgQJAAFO5lgS7opFYS7wsO1/FyCSyvD0N1koaupChIc1jq6OGpbhYltbG3JycuDt7Q1/f/8+x6lKXmcoVh3JQmYtD6/OnYBn470GPI6Xk4twpZQLAwbw5oKJWBH7d2Xj6dxGbD/dMxF0x9IgLIscuJmyP0gvPhcXF7U6xHVBTh0Pzx7NhlRO4MWH/LB+hu+QjxmsUZQcPUGKqbphpLEAKTLkzlQdkWGxWFi4cCGio6Nx9OjRcZu/UoUxJzTV1dVobW1VqgDTFZ2dncjMzISFhQU6Ojrw8MMPayXpX11djaqqKoSFhWlcdVLU1IlXUnqcdwHg2ame2DzbHyZGhhBIZHjq60yUsviI9LTGV89E4E5VO87mNyO1tAVi2d+/5zgfWywJd8HcECelhsR3z5fieGYjbM2MkfxCbJ+R1INBdsFPmjRpwHJ1RXpfWSv6sA00MZHTKcJDQ4TNOoVSbDyej7s17WAaMjDDuBK8wus4ePAgTExM8GclG2u+ywVhYITnp3njpUeGN0Wyvb0d2dnZ8PHxGfXppiTsThEe+yoD3C4x5gQ5YffjoWoZnfYOsclkMlhYWGDixIkj4sU2GpC5JyaTiYiICLVEhsvlYuHChQgODsYPP/wwbsu9VWXMCU3vCjBdwWazkZubC39/fzg7O+P27duYNWsWFdZT58Mnl8sp/6fIyEit2aULJDL853IlfsxoAAAEOlvg42UhCHSxRG2rAI9/1RP2eirOA28sCAQAqifnXH4z/qxuB/khMDZkUE2hnUIpXj9TAgaA/U9NxvQJqlv119TUoLKykvJmGy6kwSGbzabm69jY2FAhNjKv8/2f9dgxSNiM0yXCC9/noZTVBUsTQ7zzsCteejYRAoEAM2fOxGsffILHv7oLqZE50JCHS289Dk8P1ZOz/fmWjTZiqRzPHs1GXkMHJjpb4Id/RMOCqdnVNJ/PR0ZGBmxsbGBqaqpSiG0sIpFIkJ2dTRU4qPM9b2trw+LFi+Hj44Off/553DauDge9ExqpVDpoQ2ZTUxNqamoQHx+vk9cnu7jJk6Srqyv4fD5u3LiBqKgotW31JRIJcnNzIZVKERkZqRP/p2tlXLxxtgQtfAmYhgbYMtsfz0z1xPXyFmz4KR8A8FFScB/zxCaeEOcLWDiTx0IFh9/neZMiXLFjaZBKV+pkmXZzczMiIyO1NuCK9GHrndd561obchq6sG3uBDzXK2xW2yrA2u9zUNcmhIMFEweeCoePgznSbv6Jl19/GyIDMzATnoGBlRPQ3oj9j0/EjIQpKq+JHMoWGhoKV1ftGVJqAkEQePNsKVJymmBtaoSf/xkLb3vNDC27urqQmZkJd3d3TJgwgaoMHSzEpo3RySONVCpFVlYWjIyM1K6i4/F4WLJkCVxcXJCSkjIuxFcbjDmhYbPZKCsrw4MPPqj115bL5SgsLASXy6WmABIEAYlEgrKyMsoFlfT8UjV0wOfzkZOTAwsLC4SHh+s03NDCF+PNMyVIK28BAEzzt8POxGAcz2jAvhs1MDUywI/Px/TbEU4QBEpZfKTkNOLHjAYoRNaoptDF4S7wd7QAQRA4evQoYmJiEB4eTh3nW2+9hTlz5mDGjBk6a1CUSCSoa2Ijp4qFN671FESsjbSClbUVJAwmOkQy1LZ242ZlK8QyAkYGDFiaGKFLJIVUPvDH3cHCGN52ZvC2N4ePvRm87c3gY28Ob3szWJkq7whI37LJkycP6Vs2kvxwtx4fXCiHAQM48FQEHggYel7OYJA9Y15eXv3m2Eg0rWIbbbQhMp2dnUhMTIS1tTXOnDkzLsxEtcWYE5qWlhYUFBRg5syZWn1dsViM7OxsyGQyqsGud9KfIAjweDyw2Wyw2WxIJBIqbEAmSnvT2tqKvLw8eHh4UFeDuoYgCBzPbMTHlyoglMphY2aEtxdOQnJ2I27ea4OXnRl+WRvTrzkkQRDYdqoY5/JZsDEzQoKfHa5XtCo1hYa5W8HfoAVXj3wCK2MCe/bsga+vL9auXYuioiLExcXh0KFDQx4rQRDgi2Vo75aAJ5CCJ5CAJ+z5e89tEvCEf90ukKJdIKH+PphgDIWxIQMQdUHU2QZCKoGBlSMYpoNbw9iZG/eIj50ZrBhCMEU8PBAZiDAfZ7VNNrXN3eo2PH8sF1I5gZcfCcA/NJxySrqR+/n5UUaxqjDcKrbRRiqVIjs7GwYGBoiMjFRLZPh8Ph599FEYGRnh3Llzejl7ZzTRO6GRyWSDNmTyeDxkZmaqPCBIFciKIRsbG6qMcaikP0EQ6OzspHIIfD4f9vb2VA7BxMQEDQ0NKCkpQVBQEDw8hj8kS1PucfnYerIIRU1dAIBFYc7IrOWhuUOEWYEO+HxFeJ8E8fHMBrx7vgyGjJ4S31gfWwgkMqSWcnE2n4U/KlohIz8yhBxGnHIYN+YArBJICANYO7rihY2b4eju/Zcw/C0UPIGkz20yDT5+DAAEekq2fe3NYGtmDJ5AhMy6TsgJwMmUQNJEUwS42cPb1QEudlYwgRT//td63PzjD1hYWGDDhg344osvIJASiH1oAZ7718to7JSgplWA2lYBaloFaOH3b6hKYmtm/NfuR3kX5GNvptEQuOHQyBPi8a8y0NYtwaIwZ3y8TP2RDcDf1YIBAQEa2T3pe4hNJpNR7uTqioxAIMBjjz0GqVSKX3/9VSt+duONMSc0XV1dSE9Px5w5c7Tyemw2m5reGRAQQK1huEn/7u5uaqfT0dEBJpMJiUQy5NwRXSOWyfFlWhUO/eWX5mLFRAtf0lPyOssP66f7UvctaurEk19nQiIj8NJsfzz/QF835Ra+GL8VsnE2n4W8hg6trNHUyAA2ZsawMTOCjZkxbBX+PtBtEpkc8z+/AwLA7/+XAHcbUyRnN+HtcyWQE8CsQEfsWOSPzvZWpbyOoaEhtm7dCi6XiyNHjiAuLg63b9/GmjVr4OnpiZ9++qmPRTpfJEVNSzf+yCtDDZcPmbkDGjrEqG0VKHnO9YeNmRG87czg42D+V1iuR4B87M3Vdk1ms9mwtramQjMCiQwrDt5BRYsIwa6WOLYmGmbG6oeqWlpakJubi8DAQJWqBYeDPoXYZDIZsrOzAQBRUVFqvbZQKMTKlSvR0dGBixcvai0nOd4Yc0IjEAhw7do1zJs3T6MrIbLMuKKiAmFhYXBzc6NCZTKZTO3+GNLFtqOjAxYWFuDxeLCwsKB2OqN1BZdR045XTxWjkSeEAQPoiTwROPDkZEyf6IgOoQSJX6aDxZcNuNvpzZ3Ce9j8vx/RbhMIWPbNU5gbG8LJigkvWzMEOJnDz9Ec9hZM2JiSgtEjGr2tbFSBzEVM9rDGj/+Ixte3avHfKz2TPpdFuuLdxZOUZqxIpVLqBFdeXo7W1lZMmzaN6tche336q5AbzLeML5airlWImtZu1LYKUNsmQE1LN2rbBGB3Di5C1qZG1C6IzAuR/7Y1M+73c9LU1IRFixbB19cXP/zwA0xMTLDm4DX8ySJgAgnOvThjwJ4oVSDHNgQFBencGmU0Q2wymQw5OTmQy+WIjo5WS2REIhGeeeYZsFgsXL58eUSHMY419E5oFKds9odEIsGVK1fwyCOPqN0ARRo7cjgcpaS/NuxkcnJyYGhoiIiICGpXQ57guFwujI2NqRnltra2Iyo6nUIpPrhQhrP5f492NWHIcWZDPN46lYc7DUKYybtxcLk/YsKDB32ue/fu4eWXX0ZtbS0MjY3BsHaF2NINDKcAOEyKQ31n3zyblYkRIjytEeVlgygvG4R7WKlddvvc0WzcrWnHK3MCwOkUU9b3/5zmjc2zB05aAz3vf3t7OxX2HKxfR9G3LDIyclj9EN1iGerayBBcNxWKq20VgNU5uHmslYkRfBx6ckI+fwmRt70ZWBX5eObxJAgEAsybNw+TEv+F0zUGIOQyeJYl48K3n6v9vWCz2cjPz0dYWJhWxjYMh4FCbKToaPMCTVFk1HWblkgkePbZZ1FdXY2rV6/22QXTKDPmhEYul+PSpUuYNWuWWlc8vZP+pqamVD5GE5Hp7OykbFYGsh+RyWRobW2lTnDA8CvYtMGvBSy8daYY3dKet54JCcQwhgEhwzNuHLzy/BMDroUc9Hb8+HGcPHkSVlZW+PTTTzFp0iS89NJLyMrKQlhYGP7zv73Ia+hETj0P2XU85DV0QiBRFh8DBjDJxZISnkhPG7jbmPT7+5fJZMjPz0dkZCQ4XSI89GlPk+Y0LzPcqhMAAF6ZE4A1CcPLJ5D9OuQIa7Jfx8nJCba2tiguLtaJb5lAIkNdrx0QKUTNHYOLkKkh0NlYCamwC6Ze4WAYGMCx5ioufvFav0O2VIFsrg0PD9cL63pdhdjIiINUKkV0dLRaIiOVSvGPf/wDJSUluHr1ql78vvSdMSc0AHDx4kU8+OCDw67sIPsBrK2tqTJjdWfIKEKGG8jqHFX7TciralUr2LRJI0+I9d/+iYq2v0/+xgw5nK3NYGFiBAumISxMjGDONISFiSEsTYxgbmwAPq8VMiEfgf4+yP4zHeFBEzE5ZBIsTYxgSEhw9NABrF/7Dzj1KvmVyuUoY/GRXdcjPNn1PDTx+p5QXaxMEOlljSjPHvEJcrWEkQEDBw4cwJ07d7BixQq0OYTj/QtlMCYkkDCMYcAAdiwNRmKE5r0sZL9Oc3Mz2tvbYWRkBA8PDzg7O8PGxmZEdqBCSc9OSLEgoba1u18REjYUQ9pSh9yvtqoduiEHpulbqTaJtkJscrmcGs6mrsjIZDKsW7cO2dnZSE1N1Zv+KX1nTArNlStXEBcXN6zOeg6Hg9zcXPj4+GDChJ4hVuok/RUhCAK1tbWorKzUaEqkYhc8m83ut4JNFxQVl2Dz93dQZ+wFaPkEas40/EusDGHB/Fu4ev7d80MQQGu3GOxOMerbhWhoF6B31bKpkQHC3K1gIWChKf8mLEVccIOWoVbQE94yIGT4YIEvkqZoPr6ahKxCdHZ2hp2dnUY+bNpGKJHh9JWb2PLWh5CZO4BfmAq5sAvz5szGDz/8MOzeDbIfKDIyEvb2mvXcjATqhthIkRGLxYiOjlbrQk4mk+Hf//43bt68ibS0tFGpJB2r6J3QEAQBsXjwJGpaWlqf4WCDPV9NTQ3Ky8sRGhoKd3d3rST95XI5SkpKwOFwtNoBD/xdwcbhcMDj8WBtbU3ldbTVBFlaWoojR45AKpVCCgNIGExIGUaYEBSK+OkPQSAhwBdLwRfJwOsWoaquESI5A+bWdhBICHSJpOCLZdR9usUy8EUyjcqVh4shIcbuxEA8Eqm9IXgD+ZaReR0yxCYWi5V2oCNlM5Keno6lS5eiu7sbs2fPxoYNG/DMM89QOZuff/5Z5Sv1mpoa3Lt3D1FRUbC1tdXtwnWEKiE2uVyOvLw8iEQitUVGLpdj8+bNuHLlClJTU+Hj07cik2ZgxqSdqKrDz8ikP5vNRlxcHGxtbbWS9JdIJMjLy4NYLMaUKVPUjosPhLm5OXx9feHr6wuRSESd3CoqKmBhYUHlddRNkMpkMpw8eRJSqRRhYWF45plnUFhYiO+//x6sojtwTAhDUHDPvB8+n4/s7GxMj7SlpokOBEEQEEnl4ItlPUJECRApSgp/F/0tUvw+95GhWyyFQDKw5x2DkGG1Z6tWRWYw3zIDAwPY29vD3t4egYGBVF6nrq4ORUVFVF5HmxcD/eHj4wN3d3f4+Pjg+PHjMDMzw4kTJ/DYY48hLi5OZZGpqqpCdXU1VQwzVmEymXB3d4e7u3ufYXtisRj29vYQiUSQy+WIi4tTW2S2bduGixcvIi0tjRYZNRiTO5pbt27B399/0PioWCxGTk4OFY81MzPTStK/u7sbOTk51IyKkbT+Jkt02Wy2UgWbk5MT7OzshnU8bDYbN27cQFJSEhUCysvLQ3t7O2bMmAGg5+o+JydnRF0NFJHK5dROqZnbhoPffIuG1m4ImTZw4FfBVNqFFStWYP78+Rq/lia+Zf35sJEhNl3kdZqbm2FjY6N0gVNTU6PSCZAgCFRWVqK+vh4xMTHjtrmQbKguKCiAQCCAXC6HtbX1sKvY5HI53nzzTfz8889ITU1FYGCgTtd9/fp1fPLJJ8jMzERTUxNOnjyJpKSkQR9z7do1bNmyBYWFhXB3d8fWrVuxfv16na5zuOid0AA99emD8eeff8LDw2PAGGlXVxeysrJgaWlJVQtpI+lPnnjd3NwQGBg4qh3NcrmcmuPCZveMMdZmBRubzUZBQYFeuBITBIF3330XNTU1sLe3x9atW5Geno7Tp08DADZs2KCRm7c2fcukUilaWlqoiwF9yOuQEASB8vJyNDU1ISYmBpaWff3uxgtyuRwFBQXg8/mIielx9R5uFRtBEHj//fdx5MgRpKamIjh48JJ/bXDhwgXcvHkT0dHRWL58+ZBCQ44bWbt2LdatW4ebN29iw4YN+PHHH7F8+XKdr1dVxqTQZGZmwsnJqV9rDC6XSzXfTZzYMwlSMemvrsiQV7yBgYGjfuLtjWIFm2JVjrOzs1oVbOSJVxvzcrRFQUEBjh07hs2bN1NFF6dOnUJFRQVefPFFtXIkZKl2bW2tTvIU+pLXAf4yTC0tpXrHxrMXV2+R6f17HqyKzcHBAWZmZiAIArt27cK+fftw9epVyjh2JGEwGEMKzbZt23DmzBkUFxdTt61fvx65ublIT08fgVWqhl4KzVDjnHNycmBjYwM/P+X4fE1NDcrKyhASEgIPDw+t5GMUT0bh4eF6Wf6pyEAVbORuZ7AKNoIgUFFRgYaGBkRGRupdglgmk/W58uzvNlUgT7wsFmtEru4V+3U4HA46OzupvI6Tk5NOT/wEQaC4uBitra2IiYnRek5RnyAIAgUFBejs7ERsbOyQYt67im3v3r3Iy8vDhAkTcP36daSlpY3IkMX+UEVoZsyYgaioKHz22WfUbSdPnsQTTzyB7u5uvRm4NiaLAYyMjJSKAcgKsObmZsTGxsLOzk4rIiOTyVBYWAgej4e4uLgxEWpgMBiwsrKClZUVAgIC0N3dTfWFlJaWUhVsvU9u5IgE8lj18Yq3P0FRR2QUj1UXxRz9ofi++Pv7K+V1KioqdJbXIQtieDweYmNjx7V1PUEQKCwsRGdnZ787mf5gMBiwtLSEpaUl/Pz84OHhgQ8++ACXL1+GTCbD0qVLsXjxYjz99NOYPn36CBzF8Ghubu7TVuHi4kLlc0fTZ1GRMSk0hoaGVL6FtAgRiURISEjQWtJfJBIhNzcXADB16tQxOyXP3NwcPj4+8PHxoSrYFE9uZE6nsrIScrkcU6ZMGbPHqgpkZ7hYLEZcXNyoWdabmprCy8sLXl5eVF6Hw+FQdvXayOvI5XLk5+eDz+cjNjZW7+z5tQlBEEqCqs6xEgSBc+fO4dSpU7hw4QJiYmJw/fp1nD17FllZWXopNAD6dZbv7/bRRC+FhpzgNxCGhoaQSCTg8/nIzMyEpaUl4uPjqZp5UoTUFZmuri5kZ2fD1tYWISEhej+0SVVMTEzg6ekJT09P6oqnqakJVVVVMDAwgLu7O7q6umBra6tWA6u+o+hbFhMToz9hBSMjuLi4wMXFRSmvU1paCpFIpJRvU/UigDQCFYlEKoWQxjKkyLS3tyMmJkZtkTly5AjefvttnDt3DtOmTQMAzJkzR2tO8brA1dUVzc3NSrex2WwYGRnplf+aXgrNUBgaGqK9vR23b9+Gp6cnVXI41AwZVeByucjPz4e3t/egEwXHOkZGRrCwsEBnZyfc3d3h5OREHTtBENQVtYODw7gQWpFIhKysLJ34lmkTVft1BsvrKPp56ZOg6gIy/9TW1qZ2aJAgCHz//fd49dVXcfr0aaq8fyyQkJCAs2fPKt126dIlxMbG6tX7PiaFpqOjA62trQgLC4Onp6dSPobBYKh9NV5XV0cVE+hLbFNXtLa2UpY8ZAe8s7MzVcHG4XBQVlamcQWbPtDd3Y2srCxqhzpWdmvq5HWkUilycnJAEITafl5jBYIgUFJSgtbWVo1E5pdffsGWLVtw4sQJrQ5UVIeuri5UVFRQ/66qqkJOTg7s7e3h7e2N7du3o6GhAd9++y2AngqzL774Alu2bMHatWuRnp6Ow4cP48cffxytQ+gXvaw6G2icM5n0b2hogIWFBaZNm6a1yrLS0lI0NzfrZbWVtiFLtYODgwedOdJfBZudnR1VTDAWEsukb5mrq+uo9z5pE8W8DofDgYGBARwcHMDj8WBiYqL2IK+xAikyLS0tGlXSnTx5Ei+88AKOHz+OxYsXa3mVwyctLQ2zZs3qc/tzzz2HI0eOYPXq1aiurkZaWhr1f9euXcPmzZuphs1t27bRDZuq0J/QKCb9PT090dTUhPj4eI1FRiqVIj8/HwKBAFFRUeO+9LO6uhrV1dWYPHnysGO4AoGAEh3Sg40sm9bHKrWBfMvGG3K5HFwuF0VFRdT3Rp28zlhBsScoNjZW7e/suXPnsGbNGhw7dgzLli3T8ippFBkTQsPn85GVlQVzc3NERESgtbUVZWVliI+PB0EQaudjBAIBcnJywGQyMXny5DEZFlIV8gqQzWYjOjpaY+sRsVhMNYi2tLRQFWyaeLBpE3J0gz44G+gasViMzMxMmJubIywsjCppH+l+nZGAIAiUlZWBzWZrJDK//fYbVq1aha+//horVqzQ8ippeqOXQqM4zrmlpYXy25o0aRKAnivVu3fvwtXVFc7OznBwcBh23J3H4yEnJwfOzs6YNGnSmInbqwM5NKy7u1snu7b+PNjInc5oVLBp4ls21hAKhcjKyoKVlVW/pqdCoZB6b0bCh02XkBY6ZL+cuualV69excqVK7F//348/fTTY+p3MFbRa6Gpq6tDSUkJgoODlZL+iglrNpsNqVRKndhUqZJisVgoLCxEQEAAvL29x/UHjTQXZTAYwx5FrA5yuVxpiuhIV7DV1taioqICERERelXeqQsEAgEyMzNhZ2eHkJCQIT/H/eV1HB0dR3zCqzqQrhVNTU0aicz169fx+OOP47PPPsOaNWvG9Xdfn9BLoZFKpSgoKEBjYyOioqJgb2+vJDKKoTKCINDR0QE2mw0Wi0X5SZHxacWqG4IgKHv08PBwODk5jdYhjgjd3d3Izs6mrnZH+kRCEAR4PB6V1xGJRErvjTZFj7QKqquruy8KOrq7u5GZmQlHR0cEBQUN+4Sp2K/D4XCofh3yokCf8jqkyDQ2NiI2Nlbt8N+tW7fw6KOP4uOPP8a6detokRlB9FJoqqqqUFlZiZiYGJibmw8oMr1RrJJisVgQCASwt7eHi4sLHBwcUF5ejtbWVkRFRY1be3QSMjSoL9VWiu8Nh8NBV1eX1irYyOQwmX8aC1ZBmkA2Kru4uGjlvSX9vsj3Rp/yOuRYg4aGBo1E5u7du0hMTMT777+PjRs3jvr34X5DL4VGJpNBKBRS9v7q2smQX57m5mZ0dXXB0NAQ/v7+cHd316srNm1DJsIDAgL0dkiTtirYFH3LxrthJPB3ubaHhwcCAgJ0csLUp7yO4uwcdS8gsrOzsXjxYrzxxhvYsmULLTKjgF4KjVwuh1gs1kqnPzkh0tzcnJr/3tHRAVtbW6pKaiz0g6hKfX09ysrKEBoa2sdsT18Ri8VUvq21tRVmZmbUTsfa2nrA913RtywqKmpce3kBPY3KWVlZlGvFSKCY1+FyuWAwGCOW1yFd02NjY9UWmfz8fCxcuBAvv/wyXn31VVpkRgm9FBqpVAqhUEj9W92qJbL73dPTU2lCpFAopK6m29vbKUdjFxeXMXtFTIYYyByFnZ3daC9JLXoPDjM0NKQuCBQr2CQSCbKzs0esyGG0IXuC/Pz84OvrOyprGMm8TlVVFWpqajQSmaKiIixYsAD/+te/8Pbbb9MiM4ropdA899xzqKysRFJSEpYuXQoPD49hf0jq6+tRWlqKoKCgASdxAn/3g5BX05aWlpTojJWeA9IKvq2tDVFRUeMmR9FfBZujoyPs7OxQU1MDc3NzhIeH63W1lDZoa2tDdna2XvUEKc5xYbPZWs3rkCKjyajp0tJSLFiwAGvWrMHOnTtpkRll9FJo6uvrceLECaSkpODWrVuIjY1FYmIiEhMT4ePjM+iHhqy1b2xsxOTJk2Fvb6/y60okEuqL09LSQoVwXFxcYGlpqZcfVqlUitzcXEgkknEdPiIr2BoaGtDU1AQAVAjHyclp3O5oWlpakJubi0mTJg16wTTakHkdDodDhT/VyeuQzhWaiExlZSXmz5+PlStX4pNPPhnXPXJjBb0UGhKCINDU1ISTJ08iJSUF169fx+TJkynRUQyHAX83JvL5fERGRmp0VdW7CZHJZMLFxQXOzs6D5g1GEpFIhOzsbMrZYDwbKAJ/J8JdXFzg4eFBXRRos4JNnyCLOoKDg8eUyetAeZ2heqlqampw7949xMTEwNraWq3Xrq6uxoIFC7BkyRL873//o0VGT9BroVGEIAhwuVxKdK5evYqgoCBKdExNTbF+/Xq88soreOihh7R6hSuTyai8AYfDofIGLi4usLW1HRXRIWfm2NvbIzg4eNx/odra2pCTkwNfX1/4+voq/c4FAgElOu3t7bCysqLyOmMl/NkbFouFgoIChIWFjZmijv5QNa9TW1tLtTSoKzL19fWYN28e5s6di3379o3778RYYswIjSIEQaCtrQ1nzpxBcnIyLl68SM0Z2blzJ6Kjo3X2IVPMG7DZbDAYDDg5OcHFxQV2dnYj8uEmT7peXl46K3HVJ8gr+8DAQHh6eg563/4q2MiyaX3ZiQ4FaaEzefLkcdVUPFBex9jYGK2trYiJiYGNjY1az93U1IT58+dj+vTp+Oqrr8Z93m6sMSaFRpFTp05h1apVWLx4MYRCIS5dugQ3NzckJiYiKSkJUVFROhWd9vZ2qkGUtFtR139NFUj7HFVOuuMB8qSrzpX9QBVsTk5OI3ZRMFwaGhpQWlp6X1joCIVClJeXg8ViAYBSWftw8josFgsLFixAbGwsjh49OmIis3fvXnzyySdoampCaGgo9uzZM+C454Hs/4uLixEUFKTrpY46Y1pocnNz8eCDD+Lbb7+lbL67urrw66+/Ijk5GRcuXIC9vT2WLl2KpKQkxMXF6exDSCarWSwW2Gw2JBIJJTqOjo5aed2amhpUVlbeF/Y5gHZ9y8idKHk1LZfLh+WPNxLU1dWhvLwckZGRwypiGauQPV+km4M6eR0ul4uFCxciJCQEP/zww4jlKY8fP45Vq1Zh7969eOCBB3DgwAEcOnQIRUVF8Pb27nN/UmhKS0uVQoNOTk568dnTNWNaaICeL+dAJZ/d3d24ePEikpOTcf78eVhYWGDJkiVISkpCQkKCzj6UBEGgs7OTEh2hUKhUITXc1yWt0ZuamhAVFaV2eGGsoOhbpovj7c+DjZzfMloVbGQiPCoqatz7tAF/i0xUVFSfni9V8zqtra1YtGgR/P39cfz48RF1+5g6dSqio6Oxb98+6rbg4GAkJSXhww8/7HN/Umja2trui/e3N2NeaFRFKBTi999/R0pKCk6fPg0jIyMsWbIEy5Ytw4MPPqizkwsZlyZFh8/nK53UhvpyyGQyFBYWorOzE1FRUWq71o4VRtq3TNHnS7GCjdztjEQFG9kBHx0drXYifCxBhgf7E5neKOZ1OBwOGhsbsWvXLsycORN//PEH3NzckJKSMqJl/WKxGObm5vjll1+UBqb93//9H3JycnDt2rU+jyGFxtfXF0KhECEhIXjjjTf6DaeNR+4boVFEIpEgNTUVycnJOHXqFGQyGRYtWoSkpCQ89NBDOv3QKp7UOjs7qbJcZ2fnPq9LThUlCAKRkZHj2p8N+Nu3rKOjA9HR0aPi0jCSFWykmwPp5TXejV4BoLGxESUlJWqHB7lcLg4dOoRffvkFZWVlmDBhAlV5Gh8fPyJhqMbGRnh4eODmzZuYNm0adfvOnTtx9OhRlJaW9nlMaWkprl+/jpiYGIhEInz33XfYv38/0tLSMGPGDJ2vebS5L4VGEalUij/++AO//PILTp06BT6fj0WLFiExMRGzZ8/W6cmut7GkjY0NXFxcqPwL6dF2P3S/K/qWRUdH64Wo9q5gMzU1pURH0wo2MhzKYrEQExMzZsuwh0NTUxOKi4s1ykF1dXXh0UcfBZPJxE8//YQ//vgDp0+fxoULF1BYWDgiuUtSaG7duoWEhATq9h07duC7775DSUmJSs+zZMkSMBgMnDlzRldL1Rvue6FRRCaTIT09HSdOnMDJkyfR1taG+fPnIzExEXPnztXpyUAkElGi09bWBgCwsrJCWFjYuD8Jkb5lBgYGiIiI0Msuf21WsJFjtblcLjUKY7xDiowmhR3d3d147LHHIJfL8euvvyqFVUl395FAndBZf+zYsQPHjh1DcXGxrpaqN9BCMwByuRx3796lRKepqQlz585FYmIiFixYoLMwBzm62tHRETKZDK2trbCwsFDyXxsLvSCqIhQKkZ2dDTMzszGzc5PL5Whra6MuDIZTwUYQBOVLdz+MNQCA5uZmFBUVaSQyQqEQK1asQFdXFy5evDjquaypU6ciJiYGe/fupW4LCQlBYmJiv8UA/fHYY4+htbUVV69e1dUy9QZaaFRALpcjJyeHEp3q6mrMnj0biYmJWLRokdZmdDQ2NqK4uBghISGU5YhEIlGywjE1NaWscKysrMa06HR3dyMrKwu2trYICQnRy76WoSAr2MgQm1AoHLCCjcxBdXZ2Ijo6etxY5QwG6XAQEREBR0dHtZ5DJBLh6aefBofDwaVLl/TCmZwsb96/fz8SEhJw8OBBfPXVVygsLISPjw+2b9+OhoYGfPvttwCAPXv2wNfXF6GhoRCLxTh27Bg++ugjJCcn49FHHx3lo9E9tNAME4IgUFhYSJl+lpSUYNasWUhKSsKiRYvg4OAw7JM/OWK6pqYGERERA8avZTIZuFwuWCwW5b9G5gxGeiCVppC+ZfoyAVQbDFbB5ujoiPLycnR3dyM6Onrcmp8qQoqMJg4HEokEzz77LGpqanDlyhW9amLdu3cvPv74YzQ1NSEsLAy7d++mEvurV69GdXU10tLSAAAff/wxDh48iIaGBpiZmSE0NBTbt2/HwoULR/EIRg5aaDSATOgmJycjOTkZeXl5mD59OhITE7F06VI4OzsPeQKVy+VUvH44I6bJsBqLxVLyX3N2doadnZ1en7gH8y0bT5AVbCwWC+3t7TAwMIC3tzfc3NzGzSiHgWCz2cjPz9dIZKRSKf7xj3+gpKQEqamp90WT8niFFhotQTYZJicnIyUlBRkZGZg2bRqWLl2KxMREuLu79zmhymQy5OXlQSgUIioqSu1QCpkzIEWHIAhKdOzt7fUqJDUc37LxgEwmQ05ODiQSCdzd3dHa2oqWlhatVrDpGxwOB3l5eQgPD4ezs7NazyGTybBu3TpkZ2cjNTUVrq6uWl4lzUhCC40OIAgCdXV1lOikp6cjLi6OssLx9vZGfX09jh49ivnz52u10oo0HCXDNzKZTG+sVjTxLRuLSKVSZGdnAwCioqIoRwgyBEo2IRoaGlLvkb56sKkKKTKavMcymQz//ve/cfPmTaSlpen1HB4a1aCFRscQBIHGxkZqvMGNGzcQFBQENpuN8PBwpKSk6NQKp6Ojg3IlEIvFlBWOo6PjiM6v0aZv2ViALNk2NDREZGTkgAI/UAUbmdcZC1V4JFwuF7m5uRqJjFwux6ZNm3D16lWkpqbCx8dHy6ukGQ1ooRlBCILAhQsX8MQTT8DHxwfl5eUICgpCUlISEhMTERQUpLMQCkEQ6OrqokRHIBCMiL+XYvf7/eDTBvT0WWRlZcHExASTJ09WWSzICwNSdBQr2BwdHfWiiXUguFwu8vLyEBISonaYSy6XY+vWrTh37hzS0tLg7++v5VXSjBa00IwgFy9exPLly7Fr1y5s2LABbW1tOH36NJKTk/H777/D39+fGm8QGhqq0xBKV1eXUnWUvb09lTPQ1gmNbEzkcDgj4lumD4hEImRlZVGODuq+h/3NbrG1taUuDPSp/4YcN62pyLzxxhv45ZdfkJaWhokTJ2p5lTSjCS00I0hlZSUKCgqQmJjY5/94PB7Onj1LDXLz8PCgRCcyMlKnotPd3U2JTkdHB2xtbSkrHE0KFAoKCqieEX06MeoKoVCIzMxMWFtba/1CQSgUUu9Re3s7LC0tlTzYRquYoLW1FTk5ORqNmyYIAu+99x6OHj2KtLS0+2I+y/0GLTR6SGdnp9JMHUdHR8ppOi4uTqeiQ57QWCwWeDwerK2tqQZRVcVCH33LdI1AIEBmZibs7OwQEhKi0xO/WCymmngVK9iGOzBMU0iRCQoKgru7u1rPQRAEPvroI+zfvx+pqakICwvT8ipp9AFaaPSc7u5u/Pbbb9RMHUtLS6p6LSEhQafJYpFIRPWBtLW1wdLSkhKdgfzXFH3LIiMjR7TgYLTo7u5GZmYmnJycMGnSpBHdXYxWBVtbWxuys7M1Fpndu3dj9+7duHLlCiIjI7W7SBq9gRaaMYRQKMTly5epmTpMJpPa6TzwwAM6NaOUSCSU6LS0tFD+a87OzrC0tASDwRiTvmWa0tXVhczMTLi5uWHixImj2g+jWMHG4XAgk8mUqgy19X6QIjNp0iS1S48JgsAXX3yBXbt24eLFi4iLi9PK2mj0E1poxihisVhppo5cLsfixYupmTq6DFdJpVIlKxxTU1PY2dmBw+HAwcFhzPqWDZfOzk5kZmbC09MTAQEBetV0OVAFW+8plcOlvb0dWVlZGjXcEgSBgwcP4t1338WFCxeUrPZpxie00IwDpFIpbty4Qc3UEQgESjN1dGneKJPJUF9fj4qKChAEARMTE2qnY2trq1cnX23C4/GQlZUFX19f+Pn5jfZyhqSrq0vjCrb29nZkZ2djwoQJA45PHwqCIHDkyBFs374d586duy+GftHQQjPukMlkuHXrFk6cOIFTp06hvb0d8+bNQ1JSEubOnav12SeKvmXe3t5obW2lQjcMBkPJf2287HLIE66/v/+YbCgkCz44HA6Vexuqgo0UVk1F5tixY3j55Zdx5syZ+2aMMY0eCs2OHTtw/vx55OTkgMlkor29fcjHEASBd999FwcPHkRbWxumTp2KL7/8EqGhobpfsB4jl8vx559/UuMNWCwW5syZg6SkJMyfP1/jmTqD+Zb17ngnCELJCmesig5ZaTVx4kS1T7j6BJl7U6xgI98nsoKNFJmAgAB4e3ur9ToEQeDnn3/Gv//9byQnJ2PevHlaPhIafUbvhObtt9+Gra0t6uvrcfjwYZWEZteuXdixYweOHDmCwMBAfPDBB7h+/TpKS0vviznsqiCXy5GdnU2NN6itrcUjjzyCxMRELFy4cNhlseTsHFXsRgiCQHt7OyU6UqkUjo6OcHFxGXX/teFANiZqkgTXZ2QyGTVFlMPhwMDAALa2tuByuQgICICvr6/az52SkoJ169bh+PHjWLx4sfYWPQR79+7FJ598gqamJoSGhmLPnj2YPn36gPe/du0atmzZgsLCQri7u2Pr1q1Yv379iK13vKJ3QkNy5MgRbNq0aUihIQgC7u7u2LRpE7Zt2wagpyzXxcUFu3btwrp160ZgtWMLgiBQUFBAiU5ZWZnSTB17e/tBRUcT3zLFJDWLxYJIJKJEZ6T914YDuXvTpDFxLCGXy9HQ0IDS0lLqQoCsYHNwcBjW+3Tu3DmsWbMGx44dUxp9rGvI4WR79+7FAw88gAMHDuDQoUMoKirqd2dWVVWFsLAwrF27FuvWrcPNmzexYcMG/Pjjj1i+fPmIrXs8MuaF5t69ewgICEBWVhaioqKo2xMTE2Fra4ujR4/qeKVjG4IgUFpaSs3Uyc/Px4wZM5CYmIglS5YozdSRy+WorKxEQ0ODVnzLSP81UnQEAgHs7e0pVwJdlmsPB3KA1/3iOg38XVHn6+sLHx8f6uKAw+FQ7xNZTDBYBdtvv/2GVatW4ZtvvsETTzwxgkfQM245Ojoa+/bto24LDg5GUlJSv+OWt23bhjNnzqC4uJi6bf369cjNzUV6evqIrHm8op+Xj8OgubkZAPqcAFxcXFBTUzMaSxpTMBgMBAUF4fXXX8drr72GyspKJCcn4/vvv8eWLVswbdo0Krz21ltvwczMDP/5z3+04lvGYDBgZWUFKysrBAQEUNMpa2trUVRUpBP/teHS1NSE4uJijQZ4jTVIkfHx8aHCZTY2NrCxscHEiROp96m+vh7FxcUDVrBduXIFzz77LA4ePIjHH398RI9BLBYjMzMTr776qtLtc+fOxa1bt/p9THp6OubOnat027x583D48GFIJBK9ufAZi4yI0Lzzzjt49913B73P3bt3ERsbq/Zr9A71EAQxbktrdQWDwcCECROwbds2bN26FbW1tUhOTsaJEyfw5ptvwtraGs8//zzVsKnt36+FhQX8/Pzg5+cHgUAAFouFxsZGlJSUUCczZ2dnnZZrK1JfX4+ysrL7ZrQB8HcDqre394Bl24rvk1AopIoJysrKcPXqVUilUoSEhGDr1q34/PPP8dRTT434d5HL5UImk/V7AUpenPamubm53/uTfWP3Q8hUV4yI0GzcuBErV64c9D7qJhpJt9jm5malDwKbzb5vwhy6gMFgwMfHB+vWrcPFixcxceJErFixApcvX8bHH3+MiIgIaryBv7+/1k8kZmZm1KhnRUPJsrIyWFtbU6Kj7XJtktraWlRWViIqKgp2dnY6eQ19gxQZLy8vlS36TU1N4eXlBS8vL0gkEjQ3N+PIkSM4cOAA7O3tUVRUhPT0dMTHx49KpeFwL0D7u39/t9MMjxERGkdHRzg6Ourkuf38/ODq6orLly9TORqxWIxr165h165dOnnN+4ktW7ZAIpHgxo0bsLa2xvbt28FisXDq1CmkpKTgvffeo+LeiYmJOvH6MjU1hbe3N7y9vSEWiynRqaioUOoB0dYYgurqalRVVSEqKgq2trZaeU59h8/nIzMzEx4eHggICFDrOYyNjREYGIiioiLs2rULfn5+OHXqFBYvXoylS5fiyJEj2l30IJCWO713L4NdgLq6uvZ7fyMjo/tmR6sr9C5HU1tbi9bWVtTW1lLz1gFgwoQJ1IkkKCgIH374IZYtWwYGg4FNmzZh586dmDhxIiZOnIidO3fC3NwcTz311Cgeyfhg586dsLCwoMJVDAYDrq6uWL9+PdatW4fW1lZqps5HH32ECRMmUOMNdGFFw2Qy4enpCU9PT6UekKqqKpiZmcHZ2RkuLi6U/9pwIAgCVVVVqK2tRUxMDKytrbW6dn2Fz+cjIyNDI5EBgKysLCxbtgxvvfUWNm/eDAaDgWXLlkEikaCtrU2LKx4aJpOJmJgYXL58WanS7fLly/2O6QCAhIQEnD17Vum2S5cuITY2ls7PaIjeVZ2tXr2630qx1NRUPPTQQwB6TnbffPMNVq9eDeDvhs0DBw4oNWzSluMjB0EQSjN1Ll26BE9PT0p0IiIidBo6IePobDYbXC4XTCaTEh1ra+shRYcgCFRUVKCxsRExMTH3xZA24O+djJubGyZMmKD2bjQvLw+LFi3CK6+8gm3btulFqIksb96/fz8SEhJw8OBBfPXVVygsLISPjw+2b9+OhoYGfPvttwD+Lm9et24d1q5di/T0dKxfv54ub9YCeic0NOODzs5OnD9/HsnJyfjtt9/g6OiIpUuXYtmyZYiNjdWp6PRuPDQ0NFSywukvDl9WVgYWi4WYmJgBRyCMN7q7u5GRkQFXV1eNnKeLioqwYMECbNy4EW+99ZZeiAzJ3r178fHHH6OpqQlhYWHYvXs35a+2evVqVFdXIy0tjbr/tWvXsHnzZqphc9u2bXTDphaghYZG5/D5fPz2229ISUnBuXPnYG1tTc3UiY+P16kzgFwup/zX2Gw2GAwGnJyc4OLiQolOcXExWlpaEBMTo7PiAn2DnKHj7OyMwMBAtcWhtLQUCxYswPPPP48PPvhAr0SGRn+ghYZmRBEIBNRMnTNnzsDExARLlixBUlKSzmfqyOVyygqHxWJBLpfD2NgYMpkMsbGx981ORiAQICMjQ2ORqaiowIIFC/Dkk0/i448/HrP+dTS6hxYamlFDLBbj6tWr1EwdANRMnZkzZ+q0SVMmkyE7OxudnZ0wNDRU8l/T5pAwfYMUGU2ngVZXV2P+/PlISkrCnj17aJGhGRRaaGj0AqlUiuvXr1MzdYRCIRYvXozExEQ8/PDDWm3SlMvlyM/PR3d3N2JiYmBsbIzOzk5qpyMUCpUmU46XiiOhUIiMjAw4ODggKChIbZGpq6vDvHnzMH/+fOzdu5cWGZohoYVGA9ra2vDiiy/izJkzAIClS5fi888/H7T3or+quqlTp+L27du6XOqYQiaT4ebNm9RMHR6PR109z5kzR6M8ikwmQ15eHsRiMaKjo/uICEEQ4PP5YLFYYLPZ4PP5cHBwUMnXS58hRcbe3h7BwcFqi0xTUxPmzZuHGTNm4Kuvvhq3Oz8a7UILjQYsWLAA9fX1OHjwIADghRdegK+vb59afEVWr14NFouFb775hrqNyWTC3t5e5+sdi8jlcty5c4eaqcNmszF37lwkJSVh3rx5wxoDQfZlyWQyREVFqbRTIX29yMmUdnZ2VAWbiYmJJoc2YgiFQmRmZsLOzk4jkWGxWFiwYAHi4uJw5MgRWmRoVIYWGjUpLi5GSEgIbt++jalTpwIAbt++jYSEBJSUlGDSpEn9Pm716tVob2+nchI0qiOXy5GVlUWNN6irq8MjjzyCpKQkLFy4cNB+GalUiuzsbDAYDERGRqo1jkAgEFCiw+PxYGNjQ4mOquOQRxqRSISMjAzY2toiJCREbZHhcDhYtGgRQkND8f333+vtOAca/YQWGjX5+uuvsWXLlj5jDGxtbbF7926sWbOm38etXr0ap06dApPJhK2tLWbOnIkdO3bA2dl5BFY9fpDL5UozdcrLy/Hwww8jMTGxz0yd7u5u5Ofnw9jYGBEREVq5EheJRJTotLW1wcrKSmkcsj4gEomQmZkJa2trhIaGqi0yra2tWLhwIQICAvDzzz+Pm5wVzchBC42a7Ny5E0eOHEFZWZnS7YGBgVizZg22b9/e7+OOHz8OS0tL+Pj4oKqqCm+++SakUikyMzPHTChG3yAIAiUlJZToFBQUYObMmUhMTMSUKVPwzDPPUJY5ukhci8VipXHIFhYWlCuBLlyuVV1TRkaGxiLT3t6OJUuWwM3NDSkpKWM2R0UzutDlIr145513wGAwBv3JyMgA0L+j61DusCtWrMCiRYsQFhaGJUuW4MKFCygrK8P58+d1dkzjHQaDgeDgYLz55pvIyspCcXExHnnkEXz99deYNWsWzMzMIJfL0dzcDF1cVzGZTHh4eCAqKgozZ86Er68vurq6cOfOHdy6dQvl5eXo6OjQyWv3BykyVlZWGolMR0cHHn30UTg6OuLEiRO0yNCoDR1o7YWqIw3y8vLAYrH6/B+HwxnWeAI3Nzf4+PigvLx82Gul6Qs5U+eZZ57BN998g/nz5yM+Ph6nT5/G9u3bMWXKFCQmJiIxMRFeXl5a320YGxvDzc0Nbm5ukMlk4HK5YLFYyMjIgLGxMbXTsbGx0clOhxz4ZWlpqZHIdHV14bHHHoO5uTlOnTo1YjOAaMYndOhMTchigDt37mDKlCkAgDt37iA+Pn7QYoDetLS0wMPDAwcPHsSzzz6ryyXfNxAEgRkzZiA4OBj79++HgYEBCIJAQ0MDUlJSkJKSgps3byIyMpIab+Dn56fTEJdMJlOywlH0X7O1tdVKSI8UGXNzc4SHh6v9nN3d3XjsscdAEATOnz9/3xiM0ugOWmg0YMGCBWhsbMSBAwcA9JQ3+/j4KJU3K4406OrqwjvvvIPly5fDzc0N1dXVeO2111BbW4vi4uJhlerSDE5jYyPc3NwGDG+yWCycPHkSKSkpSEtLQ2hoKOU0rYktiyrI5XK0tbWBxWKBw+GAIAhKdOzt7dUSCIlEgszMTJiZmWkkMkKhECtWrKD86e6XUQk0uoUWGg1obW3t07D5xRdfKDVsKo40EAgESEpKQnZ2Ntrb2+Hm5oZZs2bh/fffh5eX1ygdxf0NQRBoaWmhZupcuXIFEydOpJymg4ODddr5ThAE2tvbqQZRmUwGJycnODs7w8HBQaUKOVJkTE1NMXnyZLXXKxKJ8PTTT4PL5eLSpUv3zdA3Gt1DCw0NzV+QM3XOnDlDzdTx9vamREeTk7iqr9/R0UGJjlgsVrLC6a93RSKRICsrC0wmU6OZP2KxGM8++yzq6upw5coVuoGYRqvQQkNDMwAdHR1KM3WcnZ0p0YmJidG56HR1dVGiIxAIlKxwjI2NIZVKkZWVRfUHqbseiUSC559/HqWlpbh69SqcnJy0fDQ09zu00NDQqACfz8eFCxeQkpKC8+fPw8bGhpqpM3XqVJ3bsXR1dVGFBF1dXbCzs4NAIICpqSmioqLUfn2pVIp169YhNzcXqampw6qY1AW0f+D4hBYaGpphIhAIcOnSJaSkpODs2bMwNTVVmqmja3uWzs5O5OTkQCqVQiaTwdbWliomGE4Zskwmw8aNG5Geno60tDS4u7vrcNWqQfsHjk9ooaGh0QCxWIzff/8dKSkpOH36NBgMBhYtWoRly5ZhxowZWm9yJD3bDAwMEBkZCYlEQo034PF4sLa2pnp1BvNfk8vl2LRpE1JTU5Gamgpvb2+trlMdaP/A8QvtDDDO2bt3L/z8/GBqaoqYmBjcuHFj0Ptfu3YNMTExMDU1hb+/P/bv3z9CKx2bMJlMLFy4EIcOHUJjYyN+/PFHmJiYYN26dfD398e6detw4cIFCIVCjV+LdJ8mRcbQ0BCmpqbw9vZGXFwcpk+fDnd3d7S0tODmzZu4ffs2qqqqwOfzlZ5HLpdj69atuHz5Mn7//Xe9EBkASE9Ph42NDSUyABAfHw8bGxvcunVr0MempaVRE0PXrl0LNput6+XSDAPaGWAcc/z4cWzatAl79+7FAw88gAMHDmDBggUoKirq9+RSVVWFhQsXYu3atTh27Bhu3ryJDRs2wMnJCcuXLx+FIxhbGBsbY/bs2Zg9eza+/PJL/PHHHzhx4gQ2bdqEjo4OLFiwAElJSXjkkUeGPVOHnAgKgBKZ3piYmMDT0xOenp6QSCTgcDhgsViorKwEg8HAhQsXsHz5cpw+fRpnzpxBamoq/Pz8tHLs2qC5ublfc1lnZ2c0NzcP+LgFCxbg8ccfV/IPfPjhh2n/QH2CoBm3TJkyhVi/fr3SbUFBQcSrr77a7/23bt1KBAUFKd22bt06Ij4+XmdrvB+QyWTEzZs3ic2bNxN+fn6EpaUl8eijjxLffvstwWKxCD6fP+hPR0cHcf36dSItLY3o6OgY8v69f3g8HvHHH38Qs2bNIkxMTAgTExPin//8J/Hnn38Scrlc58f/9ttvEwAG/bl79y6xY8cOIjAwsM/jJ0yYQHz44Ycqv15jYyNhbGxMJCcna/MwaDSADp2NU0g7krlz5yrdPnfu3AHDEOnp6X3uP2/ePGRkZEAikehsreMdAwMDTJs2DZ9++ikqKipw9epVTJw4Ee+//z58fX2xcuVK/Pjjj+DxeH2MN2UyGXJzcyGXy9WuLjMyMkJkZCSmTZsGe3t7fPTRRxAIBHjkkUfg6+uLwsJCbR1qv2zcuBHFxcWD/oSFhcHV1ZX2Dxyn0KGzcQqXy4VMJuvzBXVxcRkwDNHc3Nzv/aVSKbhcLtzc3HS23vsFAwMDxMXFIS4uDjt37kReXh6Sk5Px6aefYsOGDZg9ezaWLl2KxYsXg8lk4oUXXsDTTz+NefPmqV3NRhAEPv30U+zbtw9Xr15FREQEgB4ngCtXrsDf31+bh9gHR0dHODo6Dnm/hIQE8Hg8/Pnnn0r+gTweD9OmTVP59VpaWlBXV0d/XvUIekczzunt2UUMMcagv/v3dzuN5pBJ/ffffx8FBQXIzs5GfHw89u/fDz8/P0ybNg2FhYUIDAxUu0+GIAh8/vnn2L17Ny5evEiJDNCT01m4cKHeTAcNDg7G/PnzsXbtWty+fRu3b9/G2rVrsXjxYqWKs6CgIJw8eRJAT3/Ryy+/jPT0dFRXVyMtLQ1LliyBo6Mjli1bNlqHQtMLWmjGKY6OjjA0NOyze2Gz2QOGIVxdXfu9v5GRERwcHHS2VpoeIQ8JCcFbb72FO3fuYMaMGRCJRHBwcEBsbCwWLlyIAwcOoKmpSeW5NgRB4MCBA/joo4/w66+/IjY2VsdHoTnff/89wsPDMXfuXMydOxeTJ0/Gd999p3Sf0tJS8Hg8AIChoSHy8/ORmJiIwMBAPPfccwgMDER6ejptUqtH0KGzcQqTyURMTAwuX76sdGV3+fJlJCYm9vuYhISEPo1xly5dQmxsLD2+d4SQyWRYsWIFeDwe8vPzYWNjg+rqaiQnJ+PEiRN45ZVXMHXqVGqmjqen54AO1d988w3eeecdnD9/HvHx8aNwNMPH3t4ex44dG/Q+ikJrZmaGixcv6npZNJoyamUINDrnp59+IoyNjYnDhw8TRUVFxKZNmwgLCwuiurqaIAiCePXVV4lVq1ZR97937x5hbm5ObN68mSgqKiIOHz5MGBsbEydOnBitQ7gvOXToENHS0tLndrlcTtTW1hJ79uwhZsyYQRgaGhJxcXHEjh07iIKCAqKrq4vg8/lEV1cXsW/fPsLS0pJITU0d+QOgoekFLTTjnC+//JLw8fEhmEwmER0dTVy7do36v+eee46YOXOm0v3T0tKIqKgogslkEr6+vsS+fftGeMU0qiCXy4nGxkbiyy+/JGbPnk0YGRkRkZGRxNtvv03s3LmTsLCwIC5evDjay6ShIQiCIGgLGhqaMQ6hMFPnhx9+wNWrV3Hs2DE8/fTTo700GhoAtNcZDc24gvhrZLWnp+doL4WGhoIWGhoaGhoanUKXN9PQ0NDQ6BRaaGhoaGhodAotNDR6yXDGG6SlpYHBYPT5KSkpGcEV09DQDAQtNDR6Bzne4PXXX0d2djamT5+OBQsWoLa2dtDHlZaWoqmpifqZOHHiCK2YhoZmMOhiABq9Y+rUqYiOjsa+ffuo24KDg5GUlIQPP/ywz/3T0tIwa9YstLW1DTpbnoaGZnSgdzQ0eoU64w1IoqKi4ObmhtmzZyM1NVWXy6ShoRkGtNDQ6BXqjDdwc3PDwYMHkZycjJSUFEyaNAmzZ8/G9evXR2LJNDQ0Q0CbatLoJcMZbzBp0iQlG/mEhATU1dXhP//5D2bMmKHTddLQ0AwNvaOh0SvUGW/QH/Hx8fSERRoaPYEWGhq9QnG8gSKXL18e1pTF7OxsesIiDY2eQAsNjd6xZcsWHDp0CF9//TWKi4uxefNm1NbWYv369QCA7du349lnn6Xuv2fPHpw6dQrl5eUoLCzE9u3bkZycjI0bN47WIYxLduzYgWnTpsHc3Fzl6j6CIPDOO+/A3d0dZmZmeOihh1BYWKjbhdLoHXSOhkbvWLFiBVpaWvDee++hqakJYWFh+PXXX+Hj4wMAaGpqUuqpEYvFePnll9HQ0AAzMzOEhobi/PnzWLhw4WgdwrhELBbj8ccfR0JCAg4fPqzSYz7++GN8+umnOHLkCAIDA/HBBx9gzpw5KC0tpSdg3kfQfTQ0NDTD4siRI9i0aRPa29sHvR9BEHB3d8emTZuwbds2AIBIJIKLiwt27dqFdevWjcBqafQBOnRGQ0OjE6qqqtDc3KzUE2ViYoKZM2cO2RNFM76ghYaGhkYnkJWDw+mJohmf0EJDQ3Mf88477/RrSKr4k5GRodFrDKcnimZ8QhcD0NDcx2zcuBErV64c9D6+vr5qPberqyuAnp2NYqn5cHuiaMY+tNDQ0NzHODo6wtHRUSfP7efnB1dXV1y+fBlRUVEAeirXrl27hl27dunkNWn0Ezp0RkOjRa5fv44lS5bA3d0dDAYDp06dGvIx165dQ0xMDExNTeHv74/9+/frfqFqUFtbi5ycHNTW1kImkyEnJwc5OTno6uqi7hMUFISTJ08C6AmZbdq0CTt37sTJkydRUFCA1atXw9zcHE899dRoHQbNKEDvaGhotAifz0dERATWrFmD5cuXD3n/qqoqLFy4EGvXrsWxY8dw8+ZNbNiwAU5OTio9fiR56623cPToUerf5C4lNTUVDz30EICemUA8Ho+6z9atWyEQCLBhwwa0tbVh6tSpuHTpEt1Dc59B99HQ0OgIBoOBkydPIikpacD7bNu2DWfOnEFxcTF12/r165Gbm4v09PQRWCUNje6hQ2c0NKNIenp6n9k78+bNQ0ZGBiQSySitioZGu9BCQ0MzijQ3N/fbZyKVSsHlckdpVTQ02oUWGhqaUaa/PpP+bqehGavQQkNDM4q4urr2O3vHyMgIDg4Oo7QqGhrtQgsNDc0okpCQ0Gf2zqVLlxAbGwtjY+NRWhUNjXahhYaGRot0dXVR/SVAT/ky2XsC9J2ls379etTU1GDLli0oLi7G119/jcOHD+Pll18ejeXT0OgEuryZhkaLpKWlYdasWX1uf+6553DkyBGsXr0a1dXVSEtLo/7v2rVr2Lx5MwoLC+Hu7o5t27ZRQ95oaMYDtNDQ0NDQ0OgUOnRGQ0NDQ6NTaKGhoaGhodEptNDQ0NDQ0OgUWmhoaGhoaHQKLTQ0NDQ0NDqFFhoaGhoaGp1CCw0NDQ0NjU6hhYaGhoaGRqfQQkNDQ0NDo1NooaGhoaGh0Sm00NDQ0NDQ6JT/DzP5z73VbRExAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tWzBmzBiMGDGiXZ+rVq1CWloaLrzwQjgcDjzzzDMoLCzE888/7+vNISKiPsTnITdnzhxUVlZi9erVsNlsGDFiBHJzc6W7JW02W7vvzAmCgF27dmHDhg0d9lldXY0lS5bAbrdDr9dj5MiR+PzzzzF69Ghfbw4REfUhGlEU+91j8B0OB/R6PYrMNoRHKH0etzKchOCMCCh/Yk2AYFHcR6u9SHEfTSU/KWrv/N8JxWOo+kn5DVacheCMsFiFT80HMCBloOI+wgd1fT+DOyJSlF3aCYwbrHgMAcZBito7XDWIHDMNgiAgoovjOJ9dSUREqsWQIyIi1eods1T2kKZWEU09/HmhNz4s9sYmKP3UulX5EBChVT4Rozd4Y9LUlhplE2zWllUrHoNwQlDcR12V8n1RV1GruA9HrbKPG082Kn+FJpQr346WxhbFfXiDf5CyQ394cKjiMfiFD1DUvrXGvf8PnskREZFqMeSIiEi1GHJERKRaDDkiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItViyBERkWox5IiISLUYckREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1erXk6Y2t4hobunZSVO9MdloixdmTVXaQ4sXNkQM6R0vR7FJ2QSdANBQ7VTUvs4Lk6ZWe2HS1Opq5ZOm2uuVTxRa2tCsqP1JL0xWerJR+aS+l/50UnEf/kH+ivsIDAtW1F47IFzxGPwHVitq31pT51Y9nskREZFqMeSIiEi1GHJERKRaDDkiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItViyBERkWox5IiISLUYch5wOATYLJYO19ksFjgcyh+j1J84HQLs1o73p9lshiBwf3rC2dgEeyePOipvakRNi/JHW/UnDWiFCx0/TkwQm1Evcn96Qqirh6XK0eE6c/lJCK5an/ze8xJyGzduREpKCoKDg5Gamoovvvii07r79++HRqNpt/z444+yert27cLFF18MrVaLiy++GLt37/bpNjgcArJmX4cbZ0yB1WKWrbNazLhxxhRkzb6OQecmp0NA9tzrMX/WFNja7E+T2YyMzEzMmDmTQecmZ2MTfv/Jl1jwcT5sbYKuvKkRf7Icx4PW/zLo3NSAVuSiFB+gtF3QVbc24eUGM15tsDLo3CTU1WP2hh2Y9uR2mE/Kg85UVolJdz6OGfc/6ZOg83nI7dixAytWrMCDDz6IgoICjBs3DlOmTEFJSUmX7Y4dOwabzSYtF154obQuPz8fc+bMQVZWFr799ltkZWXhpptuwpdffumz7ahxulBRUYGS4iLMnjFVCjqrxYzZM6aipLgIFRUVqHG6fDYGNalxuVBZUQ7TiWLcfN1UKehMZjMyMzNRVFSE8vJyOJ3KHnTcX9Q0NeNkfSNMrlosPCvoTgecrakRQkszalt5UHZHE1pRj1Y40CwLuurWJmxptKBKbIYLLWhQ/Gjz/sFV34hyZy2KK6ox/akzQWcqq0TGXWtQZCtHWbUDzjrlDwRvy+cht27dOmRnZ2PRokUYPnw41q9fj6SkJGzatKnLdjExMTAajdLi73/mydvr16/HpEmTkJOTg2HDhiEnJwcTJkzA+vXrfbYdcQkJePv9XAwanCIF3eGvDkkBN2hwCt5+PxdxCQk+G4OaGOMT8MbuXCQlD5aCLv/QISngUlJSsHfvXiQmJvb0UPsEY1gItmakI0kXKgXdD3UuKeDiAoPwRMKFiA4M6umh9gk6BGA6YhGBACnoSlrqpIAbqAlAdlAC9JreMXNGb5cwMAIf3D0fgw0DpKDL//64FHApcdH4eF0OEqMjvf67fRpyjY2NOHLkCDIyMmTlGRkZOHjwYJdtR44cibi4OEyYMAGfffaZbF1+fn67PjMzMzvts6GhAQ6HQ7Z0R3xCoizorpsySRZw8Qk8IHsiLiFRFnTjx4+XBVwSA84jcW2C7i4zA06JtkG3uU3ADfBTPvVOf5IYKQ+6a5Y9Kgu4pJgon/xen/4ZUlFRgZaWFsTGxsrKY2NjYbfbO2wTFxeHzZs3IzU1FQ0NDXj99dcxYcIE7N+/H1dddRUAwG63e9TnmjVrsGrVqnblLQA8nU4uNj4RT2/cjBumTpLKnt64GbHxiR73BQAtovKPO5q8MJ+c0vngursdA43xeOyZF3HLzEypbPPLWxCXkIjmbnTpjcOO2Kj8I5NGh7JrC66ymm61Cwfw54uHYfFX30hli0KMEJ0tKIN782+draRW2TxuAGCtVz4/X09N+6hDAK5BFN5DqVR2lRgFZwPghOfbFeSnUTymoJ+rFfcRPFDZfHIhMQO71S4KwIYbrsHMF8/cQ7Hlziwk6ILQWuvZpYnWul40n5xGI/+PFUWxXdlpQ4cOxeLFi3HFFVcgPT0dGzduxLXXXosnn3yy233m5ORAEARpMZlM3d4Wq8WMO/+wRFZ25x+WtLsZhdxjt5jxwLLfy8qWLMqG2cz92R2ldfVY+Z8fZGUvumyobFEeNP2RC834DJWyss9Q2eldl9Q1S7UTy97+RFaWve41mMurfPY7fRpyBoMB/v7+7c6wysrK2p2JdSUtLQ3Hjx+XfjYajR71qdVqERERIVu6w2oxY+7MM9fgduXmSR9dzp05lUHnIbvFjN/dOA3mE8VITB6MvE8+RUpKCoqKijB1ciaDzkOldfW47esCWOrqkRASjIcjBiHGLxBlrU1Y4yhh0HnI9cu1OAeaEYEAzGxzjY5B5xlLtRM3vvweTpx0IDkyAp8+cRdSjAYU2SuQ+cAGnwWdT0MuKCgIqampyMvLk5Xn5eVh7NixbvdTUFCAuLg46ef09PR2fX788cce9ekpm9UiC7i33stF6ug0vPVerizobJ1874vk7FaLLOBe2flPpKWlIXfPXlnQWfiHg1tK6+UBt+nKkbgwMBQ5bYLuJIPOLW0DbjpiYURwu5tRGHTusQouWcDtXDQTacOHYO/jy+VBV+H9oPP5rUF33XUXsrKyMGrUKKSnp2Pz5s0oKSnB0qVLAZz6KNFiseC1114DcOrOycGDB+OSSy5BY2Mj3njjDezatQu7du2S+ly+fDmuuuoqrF27FjNnzsR7772Hffv24V//+pfPtiNMp0OUwQAAeOu9MzeZxCck4q33cjF35lREGQwI0+l8NgY1CdPpEGmIBgC8svOfMP6yPxMTE5G7Zy+mTs6EIToaOl14Tw6zzwjzD8DAoFM3lmy6ciRiQ4JRDSDKPxA5EYOwxlGCcD9/BGv4/Ad3BMIPwfADfgk43S+HytM3o3yAUgTDD4F8noZbdNpAGMJCAAA7F81EwoBT7+vE6IHY+/hyZD6wAdF6HcJDlF0r7IjPQ27OnDmorKzE6tWrYbPZMGLECOTm5iI5ORkAYLPZZN+Za2xsxD333AOLxYKQkBBccskl+PDDDzF16lSpztixY/HWW2/hoYcewsMPP4wLLrgAO3bswJgxY3y2HRERerz6j92ocbkQFy//mkB8QiJ2vP8RwnQ6RETofTYGNQmP0GPT9p2ocblgbLM/ExMT8dHevdDpwqHXc3+6QxcYgA2pl6OmpRmxwfIDRZR/IB6IGIRgjR9C/fw76YHOpoUfpiIWTWiVAu6000EXCD9oGXJuiQjWYvvCaXA1NCFeLz8RSIweiL1rliM8JBj6X4LQmzSi6IXb+/oYh8MBvV6P/xRZEB7evetz3tLf7648W4pe+S3uIZX/VdxH09GvFPdx8qvDitqb/3VM8RiOHbYp7qO/313pbReEKX+NXxobpriPuFSjovYxI4coHsOASy9W1N5RWwfjnHshCEKX91nwzxAiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItViyBERkWox5IiISLUYckREpFoMOSIiUi2GHBERqVa/nru9qUVEYw8/L8gbv7++WeEzuQDUNrX0aHsAMIQofzlqtcof6OwXpryPgGBlj2/yD+wdz5hs8sLj2tTySC5vKG1Q/pi0FFej4j7qq5RNDNykcFJgABDrujcx8Jn27m0Dz+SIiEi1GHJERKRaDDkiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItViyBERkWox5IiISLUYckREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRavXrSVMdDS1oDVI+2acSZTUNivuoqG1S3IfdqWwSRfPJOsVjqG0yKO7jcmOU4j4SLstQ3EdUVJyi9rqkfykew4Ah3yru44JCq+I+rD9WKu7jW0HZ67O8Qfn73F+juAtcpFM2mS4ARMaGKe4jLCZUUfvACGXtAUATGKiwvXv/pzyTIyIi1WLIERGRajHkiIhItc5LyG3cuBEpKSkIDg5Gamoqvvjii07rvvPOO5g0aRKio6MRERGB9PR07N27V1Zn27Zt0Gg07Zb6emWf2xMRkbr4POR27NiBFStW4MEHH0RBQQHGjRuHKVOmoKSkpMP6n3/+OSZNmoTc3FwcOXIE11xzDaZPn46CggJZvYiICNhsNtkSHBzs680hIqI+xOd3V65btw7Z2dlYtGgRAGD9+vXYu3cvNm3ahDVr1rSrv379etnPjz/+ON577z188MEHGDlypFSu0WhgNBp9OnYiIurbfHom19jYiCNHjiAjQ35LdkZGBg4ePOhWH62trXA6nYiMjJSVu1wuJCcnIzExEdOmTWt3pne2hoYGOBwO2UJEROrn05CrqKhAS0sLYmNjZeWxsbGw2+1u9fHUU0+hpqYGN910k1Q2bNgwbNu2De+//z7efPNNBAcH49e//jWOHz/eYR9r1qyBXq+XlqSkpO5vFBER9Rnn5cYTjUb+LUpRFNuVdeTNN9/EypUrsWPHDsTExEjlaWlpuPnmm3H55Zdj3Lhx+Mc//oGLLroIzz77bIf95OTkQBAEaTGZTMo2iIiI+gSfXpMzGAzw9/dvd9ZWVlbW7uyurR07diA7Oxtvv/02Jk6c2GVdPz8/XHnllZ2eyWm1Wmi1Ws8GT0REfZ5Pz+SCgoKQmpqKvLw8WXleXh7Gjh3babs333wTCxYswN///ndce+215/w9oiiisLAQcXHKHqVERETq4vO7K++66y5kZWVh1KhRSE9Px+bNm1FSUoKlS5cCOPVRosViwWuvvQbgVMDdcsst2LBhA9LS0qSzwJCQEOj1egDAqlWrkJaWhgsvvBAOhwPPPPMMCgsL8fzzz/t6c4iIqA/xecjNmTMHlZWVWL16NWw2G0aMGIHc3FwkJycDAGw2m+w7cy+++CKam5tx++234/bbb5fKb731Vmzbtg0AUF1djSVLlsBut0Ov12PkyJH4/PPPMXr0aF9vDhER9SHnZRaCP/zhD/jDH/7Q4brTwXXa/v37z9nf008/jaefftoLIyMiIjXjsyuJiEi1GHJERKRa/XrS1Mq6JtT7N/boGEoUTgYJAD9YlT/B5Uebsj4qbE7FYzjphQlkKy+KVtzHqAS94j4GJ6Yqaq/TK39kXdKgixT3ETnsa8V9DMj/XnEfuv9nVtT+kFX569MQ5K+4j0GRIYr70MXrFPcRYghX1D4wzAvPCfZTuD/dbM8zOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRa/XrS1JO1jaj369lJU4/ZlU/m+G3xScV92H6uUtS+/Pi/FY+hxnG54j6sJ+sU91F8oUFxH6OTBypqP9zghUlTf5WouA99dILiPoIGKJ/k00/hhKXNuf9TPIZAXaDiPgYkK5+QNyIxQnEfwZHKxhEYpnzyV02Asv2pCWh2qx7P5IiISLUYckREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5D9Q6HagstXW4rrLUhlqn4zyPqG8Tm+rRWi90uK7JWYGWhprzPKK+zekQYLdaOlxnNpshCB3va+pYTWsLKlqaOlxX3tSImpaW8zyivk2orYflZMfHSHNFFYQa5Y/k68h5CbmNGzciJSUFwcHBSE1NxRdffNFl/QMHDiA1NRXBwcEYMmQIXnjhhXZ1du3ahYsvvhharRYXX3wxdu/e7avhAzgVcGvvyMKji29Epd0qW1dpt+LRxTdi7R1ZDDo3iU31cB55Hc6vtqK1Tn7wbXKWw7TrQZjfW82gc5PTISB77vWYP2sKbBazbJ3JbEZGZiZmzJzJoHNTTWsL/nKyGDmVP6O8Rf582/KmRvzJchwPWv/LoHOTUFuPG9e/hWv/9jrMbYLOVH4SGfc9jRl/fs4nQefzkNuxYwdWrFiBBx98EAUFBRg3bhymTJmCkpKSDusXFRVh6tSpGDduHAoKCvDAAw9g2bJl2LVrl1QnPz8fc+bMQVZWFr799ltkZWXhpptuwpdffumz7airrYGjqgJl5hI8umS2FHSVdiseXTIbZeYSOKoqUFfLg7I7xJYGiI01aK2rgvPrM0F3KuAeQpOjFC211Wht9M1fd2pT43KhsqIcphPFuPm6qVLQmcxmZGZmoqioCOXl5XA6lT8QvD+oE1shtDbD3tKEByqLpKA7HXC2pkYILc2obWXIucNV34hyZw2Ky6sx7aygM5WfROb961Fkr0B5tRPOunqv/26fh9y6deuQnZ2NRYsWYfjw4Vi/fj2SkpKwadOmDuu/8MILGDRoENavX4/hw4dj0aJF+N3vfocnn3xSqrN+/XpMmjQJOTk5GDZsGHJycjBhwgSsX7/eZ9sRFRuHhza/jZjEQVLQ/fTtYSngYhIH4aHNbyMqNs5nY1ATv2A9wq9cCL+QgVLQ1dl+lAIuMCIWSTc8isBw5TMC9AfG+AS8sTsXScmDpaDLP3RICriUlBTs3bsXiYnKZyboDwz+gXg8KgVG/0Ap6H6oc0kBFxcYhCcSLkR0YFBPD7VPSIiMwD/vzcLg6AFS0OX/8D8p4FKMBuz96wokGpTN3tERn4ZcY2Mjjhw5goyMDFl5RkYGDh482GGb/Pz8dvUzMzNx+PBhNDU1dVmnsz4bGhrgcDhkS3dEGeNlQbdq4XXygDPGd6vf/sovRB50JW/f3ybgont6iH1KXEKiLOjGjx8vC7gkBpxHov2DZEF3l5kBp0Rim6Abf+9TsoBLio70ye/16XxyFRUVaGlpQWxsrKw8NjYWdru9wzZ2u73D+s3NzaioqEBcXFyndTrrc82aNVi1alW7cj8/Dfz8NJ5sEqLjE3D7o8/gLwtmSWW3P/oMouOVz7vVXWKr2GO/+8wYuvexjUarQ+iIWXB9vVUqi77mj0DQQDQ1uDdf1NlqXcrnBzxRqfwj50idsgOg1r+bf3+GRuHONc/hrnnTpKI1z24G9EaYnJ7vz0ExF3VvHGfRXqz8OnVcrbKPsZpquve6SAbwREUkbtl3SCr72/hRGBnTvQNySMyAbrU7W6gX+giJVnbGFBjVvU9YhkTH4JW7F2D8/eulsq0P/xHJQy7wuC8/P6179TzuuRs0GnmQiKLYruxc9duWe9JnTk4OBEGQFpPJ5NH4z1Zpt+L5h5bLyp5/aHm7m1HIPa31Amq/e1dWVvbZs2h2VfTMgPq4cpsFf7vvdlnZvbcvbnczCrnHXlOHB/K/lZXl/L9C2Hx0J6DamcurkL3+dVnZwseeh6m00me/06chZzAY4O/v3+4Mq6ysrN2Z2GlGo7HD+gEBAYiKiuqyTmd9arVaREREyJbuqLRbsXrRbJSZTyAmMRmrtr2LmMRklJlPYPWi2Qw6D7XWC3Adfg2tdVXwCxmI+JmPIiAiFs2OUlg/+AuDzkPlNgv+dMt1sJlOIC4pGW/9M092jY5B5xl7TR1+9+mXMNfUITEsBG9kjkWSLhQmVy0WfpzPoPOQubwKmQ89iyJ7JVKMUdj//CqkxMegyFqGSctX+yzofBpyQUFBSE1NRV5enqw8Ly8PY8eO7bBNenp6u/off/wxRo0ahcDAwC7rdNanN1SWygPuzy+/jYt+NQp/fvltedCVMujc0VrvkAWcbtQtCDYOQ/z0VW2Cznd/4alJud0qC7gnXtuNK64c0+5mlM6+R0dy9lp5wL0yfgxGxkRia0a6LOjsDDq3mCuqZQG399E/Iv3Si5C34c+yoDOXef/97vOPK++66y68/PLLeOWVV3D06FHceeedKCkpwdKlSwGc+ijxlltukeovXboUJ06cwF133YWjR4/ilVdewZYtW3DPPfdIdZYvX46PP/4Ya9euxY8//oi1a9di3759WLFihc+2IyRUB31klBRwp28yiTLGS0Gnj4xCSKjOZ2NQE41/EDRBoVLA+QXrAQABOoMUdP7BevgFBvfwSPuG0DAd9JEGKeCi405dIz77ZpQoQzTCdHx9uiMsIACRwVop4IxhIQCAuLAQKegig4MQFujT2xpUIzxEi2h9uBRwib9cE0yKjZKCLmagHuGhIV7/3Rrx9AUvH9q4cSOeeOIJ2Gw2jBgxAk8//TSuuuoqAMCCBQtQXFyM/fv3S/UPHDiAO++8E99//z3i4+Nx3333SaF42s6dO/HQQw/h559/xgUXXIDHHnsM119/vVvjcTgc0Ov12PKvowjVhbu9HbVOB+pqXYiKbX8XZWWpFSGhOoSGe/ZR6FfFVR7V78iR/yr/WM9eXK2ofdmxAo/biE31EFsa4Rd8ap9FDrlMWtfsqoRfYDD8tGEe9RkzaIDH42jr/wzSK+5jZLKyC/uXxLj/ujytxulAbY0L0b/8ATZk4JkDht1qQZhOh/AIz7ZtUHDHT/zwhH/RYcV91Bz+XFH7kn3feNzG2diEmuZmGH858PoH+kvr7DV1CAsMQHhQoEd99ucbT4SaOjjrGpBoGAAA8B8YI60zl1UiPDQEel2o2/05amoRPSUbgiB0eQnqvIRcb9PdkPOF/hxybZ0dct3Vn0OurbNDrrv6c8i1dXbIdVd/Drm2zg657nA35PjsSiIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5IiJSLYYcERGpVr9+uqifRgO/Lua1Ox8CPJy01VdaFU682t1JU8/WVF+ruI9ah/JHWZkrlI8jJKjn31oNLa2K+9AalT/Q2Zg0QnEfoY3KJk2N6yWzBWgHKH9cm3+Y8v8Tv7DuTTcmtQ8foHwMoQrHAPeeG8ozOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRaPT+zYw/y15xaCBBFpZOmKp+gs7nOpbiPWqfyCSUDtf6K+ziusH1dY7PiMZx0NSruIzRQ+b4IitEr7iMq+TJF7SMUTroKAGJTk+I+NIHuTfTZZR9BwT3eh0arfHJiTYCyfcFJU4mIqN9jyBERkWox5IiISLV8GnJVVVXIysqCXq+HXq9HVlYWqqurO63f1NSE++67D5deeinCwsIQHx+PW265BVarVVbv6quvhkajkS1z58715aYQEVEf5NOQmzdvHgoLC7Fnzx7s2bMHhYWFyMrK6rR+bW0tvvnmGzz88MP45ptv8M477+Cnn37CjBkz2tVdvHgxbDabtLz44ou+3BQiIuqDfHZ35dGjR7Fnzx4cOnQIY8aMAQC89NJLSE9Px7FjxzB06NB2bfR6PfLy8mRlzz77LEaPHo2SkhIMGjRIKg8NDYXRaPTV8ImISAV8diaXn58PvV4vBRwApKWlQa/X4+DBg273IwgCNBoNBgwYICvfvn07DAYDLrnkEtxzzz1wOp2d9tHQ0ACHwyFbiIhI/Xx2Jme32xETE9OuPCYmBna73a0+6uvrcf/992PevHmIiIiQyufPn4+UlBQYjUZ89913yMnJwbffftvuLPC0NWvWYNWqVd3bECIi6rM8PpNbuXJlu5s+2i6HDx8GAGg07b9pLYpih+VtNTU1Ye7cuWhtbcXGjRtl6xYvXoyJEydixIgRmDt3Lnbu3Il9+/bhm2++6bCvnJwcCIIgLSaTydPNJiKiPsjjM7k77rjjnHcyDh48GP/+979RWlrabl15eTliY2O7bN/U1ISbbroJRUVF+PTTT2VncR254oorEBgYiOPHj+OKK65ot16r1UKr1XbZBxERqY/HIWcwGGAwGM5ZLz09HYIg4KuvvsLo0aMBAF9++SUEQcDYsWM7bXc64I4fP47PPvsMUVFR5/xd33//PZqamhAXF+f+hhARker57MaT4cOHY/LkyVi8eDEOHTqEQ4cOYfHixZg2bZrszsphw4Zh9+7dAIDm5mbceOONOHz4MLZv346WlhbY7XbY7XY0Np56Dt///vc/rF69GocPH0ZxcTFyc3Mxe/ZsjBw5Er/+9a99tTlERNQH+fR7ctu3b8ell16KjIwMZGRk4LLLLsPrr78uq3Ps2DEIggAAMJvNeP/992E2m/GrX/0KcXFx0nL6jsygoCB88sknyMzMxNChQ7Fs2TJkZGRg37598PdX/jBZIiJSD5/OQhAZGYk33nijyzpnP/1+8ODB53waflJSEg4cOOCV8RERkbrx2ZVERKRaDDkiIlKtfj1pKnmP2NqiuI+meuWTptY7BMV9eENTg7L9UV+rfIJO68k6xX3ogpUfIrT+yv+W9je0f7CEJwYOGal4DJpm5ROv0hnKpmkGxEb3euCZHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRaDDkiIlKtfj1pqp9GAz+NpqeH0SuIrcqmMPTGpKnNdV6YNFVxD0BLo/LJRhtqdIrau6pDFY8hUKv87f15kL/iPkK80Eegv7L36UWRCYrHEBqg/FihaW1W3AdalE+oq3gczY3Kx6BwO1qDOGkqERH1cww5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRaDDkiIlIthpwHapwOVNitHa6rsFtR43Sc5xH1bWJzA1obnB2ua613QGzyxkO6+o/Whho0uyo7XNfkrEBLQ815HlHf5hAEWCyWDteZzWYIgnCeR9S3CQ4HzFZbh+vMVhsEh2+Onz4NuaqqKmRlZUGv10Ov1yMrKwvV1dVdtlmwYAE0Go1sSUtLk9VpaGjAH//4RxgMBoSFhWHGjBkwm80+3JJTAffI0vl4eOENqLDLX/gVdgseXngDHlk6n0HnJrG5AXXf7ULdv3egtUG+z1rrBbgOvwpXwXYGnZtaG2pgy30M1g/+jGZXhWxdk7Mcpl0PwvzeagadmxyCgNnXz8KMKZmwtDm2mMxmZGRmYsbMmQw6NwkOB6bPycLEmTfCZJGfKJgsVky87reY9tuFPgk6n4bcvHnzUFhYiD179mDPnj0oLCxEVlbWOdtNnjwZNptNWnJzc2XrV6xYgd27d+Ott97Cv/71L7hcLkybNg0tLcofEtyZuhoXhJMVKDWfwMMLb5SC7lTA3YhS8wkIJytQV6P8IcP9gdjSCLGpFmK9gLp//0MKulMB9xpa66ogNtZCbFH+INj+oLWpHi31ApodpbB+8Bcp6E4F3ENocpSipbYarV54+HR/4HS5UFFejuLiIsyYOlkKOpPZjMzMTBQVFaG8vBxOZ8efRJCc01WDsooKFBWXYNKs2VLQmSxWTLp+Hn4+UYLyiko4Xd7/I8xnIXf06FHs2bMHL7/8MtLT05Geno6XXnoJ//znP3Hs2LEu22q1WhiNRmmJjIyU1gmCgC1btuCpp57CxIkTMXLkSLzxxhv4z3/+g3379vlqc2AwxuORrTsRm5gsBd2PhV9LARebmIxHtu6EwRjvszGoiZ82HCGX3QRNsF4KuuZqkxRwfiEDoRt1C/yCI3p6qH1CgC4K8dNXISAiVgq6OtuPUsAFRsQi6YZHERhu6Omh9gkJCQl4P3cPBg9OkYIu/9AhKeBSUlKwd+9eJCYm9vRQ+4TE+Djkvfs2UgYPkoIu/+sjUsANSR6EvHf+jsT4OK//bp+FXH5+PvR6PcaMGSOVpaWlQa/X4+DBg1223b9/P2JiYnDRRRdh8eLFKCsrk9YdOXIETU1NyMjIkMri4+MxYsSITvttaGiAw+GQLd1hMCbIgu6BrJltAk75dB79iZ82QhZ0rq+3tgk4fU8PsU8J0BlkQVfy9v1tAi66p4fYpyQkJsqCbvz48bKAS2LAeSQpIV4WdL+ZPlsWcEkJvjlB8Nl8cna7HTExMe3KY2JiYLfbO203ZcoUzJ49G8nJySgqKsLDDz+M8ePH48iRI9BqtbDb7QgKCsLAgQNl7WJjYzvtd82aNVi1alW78kB/PwT6e5bzcQlJuHvtc/jT/OlS2d1rn0NcQpJH/ZwWFKD87ww/D7ehIwGByub88gsI6mY7A0IunoHab16XykJHzOp2wLU0KP84zhtz4zXVK/vYurGb+xMAwkfORdWBDWd+vmIeap31gNPkcV9lA4K7PY7TCiKU9zEgOFBR+/Cg7h3q/AYY8ciGF5E188wf1U8+vxlBkXEorfX8dRLkhfeq1l/5/gzWKhuHf0BDt9olXjAUr7z0Eq6ZlCmVvfLiRiQOuRCezmgpNrS6Vc/jLV25cmW7G0PaLocPHwYAaDqYkFQUxQ7LT5szZw6uvfZajBgxAtOnT8dHH32En376CR9++GGX4+qq35ycHAiCIC0mk+dv9tPKbRasu/8OWdm6++9Aua3ju7Coa631DtT98IGsrPa7d9Fazwv63dFSWwXH4TdkZcLXr6OltqqHRtS32Sxm5CxbIiu78w9LYLX49kY3tTKZzfjdkt/LyhYuvR0ms++Onx6H3B133IGjR492uYwYMQJGoxGlpaXt2peXlyM2Ntbt3xcXF4fk5GQcP34cAGA0GtHY2IiqKvmbtqysrNN+tVotIiIiZEt3lNsseGDB9bCbTsCYlIwntn8AY1Iy7KYTeGDB9Qw6D7XWO1BTsB1ifTU0wQOgu3Ih/EIGorWu6tS1OQadR1pqq1D1xXNoqamEf1gUIq++E/5hBrTUVODkgWcYdB6yWcxYeOO1MJ8oRmLyYOzKzcOgwSkoKS7C3JlTGXQeMpnNyJg6DUVFxUhJGYz9e/6JlMHJKCo+gUnTr/NZ0HkccgaDAcOGDetyCQ4ORnp6OgRBwFdffSW1/fLLLyEIAsaOHev276usrITJZEJc3KkLkqmpqQgMDEReXp5Ux2az4bvvvvOoX09V2K2ygHt82zsYPvJKPL7tHVnQdfY9OpJrG3BhI+cjYEDSqWtxsqDjVzLc0VJbLQu4gePuQJBhCCJ/s4xB1w12q0UWcFt3fojU0Wl4671cWdDZrPzD1h1mi0UWcB/n/hPpY65E3ge7ZUFntnj/+OmzG0+GDx+OyZMnY/HixTh06BAOHTqExYsXY9q0aRg6dKhUb9iwYdi9ezcAwOVy4Z577kF+fj6Ki4uxf/9+TJ8+HQaDAddddx0AQK/XIzs7G3fffTc++eQTFBQU4Oabb8all16KiRMn+mpzEBKmgz7SIAVcdNypm0yi4xKkoNNHGhASpvPZGNREExAEv6BQKeBO30XpF6yXgk4TFAqNf/evTfUnmkAt/LQ6KeD8Q09ds/YPHSgFnZ9WB02g8us5/UGYTocoQ7QUcHEJp24yiU9IlIIuymBAmI7vd3eE63SIMURLAXf6pp2kxAQp6GKiDQj3wf7UiKLo6fU+t508eRLLli3D+++/DwCYMWMGnnvuOQwYMODMADQabN26FQsWLEBdXR1mzZqFgoICVFdXIy4uDtdccw0eeeQRJCWdubGjvr4e9957L/7+97+jrq4OEyZMwMaNG2V1uuJwOKDX67Hjq+MI1YW7vT01Tgfqalwdfk2gwm5FSJgOYeGefRR6qPikR/U78v+OlSvuw/o/ZeOwf//VuSu1ITbXQ2xuPBNwAWduLmitd0DjH+TxQVnjp+wGGgDwC1QerErH4d+NG09am+ogNjXAP3RAuzG01FZBExgMv8AQj/pMuPhCj8fR1oihyu/qvEZhH6PiPb+RyekQUONywRh/6g9aXdCZcwKb1YIwnQ4REZ71G+Tf+f0I7tJ6oY9ghTe8+bd4fuOJIAhwulxITDi1PzXNZ/owW6wI1+mg17t//HQ4nIhO/j8QBKHLS1A+Dbneqrsh5wv9OeTaOjvkuqs/h5y3xwD075Br6+yQ667+HHJtnR1y3eFuyPHZlUREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWgw5IiJSLZ9NmtoXRAQFIEzbs7sgKTJUcR8Xxndv6qCzNTUomyi0tfVKxWPw81P+uCJNL+nDr4s5E8/XGLzRR1Ss8gfmJkcpf41HKHyfemGuUlVpVfg0Rz8/Lxw3/ZQdc0Q3H1vH/3oiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItViyBERkWox5IiISLUYckREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItRhyRESkWv160lR9iD90IT27C+LCtYr7uCRB+aSpSgVq3ZvAsC/wxuStvYE3Jk0dFqf8tRU/IERxH+EKJ01VOIdtr+pD2XSnXupD44XzIzcnPVXanmdyRESkWgw5IiJSLYYcERGplk9DrqqqCllZWdDr9dDr9cjKykJ1dXWXbTQaTYfL3/72N6nO1Vdf3W793LlzfbkpRETUB/n0rot58+bBbDZjz549AIAlS5YgKysLH3zwQadtbDab7OePPvoI2dnZuOGGG2TlixcvxurVq6WfQ0KUX9wmIiJ18VnIHT16FHv27MGhQ4cwZswYAMBLL72E9PR0HDt2DEOHDu2wndFolP383nvv4ZprrsGQIUNk5aGhoe3qEhERnc1nH1fm5+dDr9dLAQcAaWlp0Ov1OHjwoFt9lJaW4sMPP0R2dna7ddu3b4fBYMAll1yCe+65B06ns9N+Ghoa4HA4ZAsREamfz87k7HY7YmJi2pXHxMTAbre71cerr76K8PBwXH/99bLy+fPnIyUlBUajEd999x1ycnLw7bffIi8vr8N+1qxZg1WrVnm+EURE1Kd5fCa3cuXKTm8OOb0cPnwYwKmbSNoSRbHD8o688sormD9/PoKDg2XlixcvxsSJEzFixAjMnTsXO3fuxL59+/DNN9902E9OTg4EQZAWk8nk4VYTEVFf5PGZ3B133HHOOxkHDx6Mf//73ygtLW23rry8HLGxsef8PV988QWOHTuGHTt2nLPuFVdcgcDAQBw/fhxXXHFFu/VarRZarfInixARUd/iccgZDAYYDIZz1ktPT4cgCPjqq68wevRoAMCXX34JQRAwduzYc7bfsmULUlNTcfnll5+z7vfff4+mpibExcWdewOIiKjf8NmNJ8OHD8fkyZOxePFiHDp0CIcOHcLixYsxbdo02Z2Vw4YNw+7du2VtHQ4H3n77bSxatKhdv//73/+wevVqHD58GMXFxcjNzcXs2bMxcuRI/PrXv/bV5hARUR/k0y+Db9++HZdeeikyMjKQkZGByy67DK+//rqszrFjxyAIgqzsrbfegiiK+O1vf9uuz6CgIHzyySfIzMzE0KFDsWzZMmRkZGDfvn3w91fPQ4KJiEg5jSiK3niodZ/icDhOfZXhWAl04T37BP+iqjov9FGruI/vLcq+VnHcqp6vZXAWgjMuSdAr7uPieOXvsQsiQxW1T9IrvyYfEqD8nCDIX/n/SaAX/l+VjiPQGzMytDQqau9wOBCTMAiCICAiovPXGJ9dSUREqsWQIyIi1erXk6YGB/h55SMIJeJ0veOrDcEByq5nxnhh8ldvaGntd5++d8ob+yIlOkxxHzFhQYr70CucNNXfC7OVqumMQOlLo9Ub+9NP2f+p6GZ7Nf2/ERERyTDkiIhItRhyRESkWgw5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRaDDkiIlIthhwREakWQ46IiFSLIUdERKrFkCMiItXq15OmhgX4ISywp3Ne+X+B1gsTvw4MDlTUPs4Lk6Z6Y5LPVrF3TJraonRSSi9sR6sX9ufAEGWvC2/1ERqobFJff+VzfKqKqPD15Y25if00Co9bbrbv6SM8ERGRzzDkiIhItRhyRESkWgw5IiJSLYYcERGpFkOOiIhUiyFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHIecAgCrBZLh+usFgscgnCeR9S31TgdqLBbO1xXYbeixuk4zyPq22qdDlSWdrw/K0ttqOX+9IjDIcBm7fj9brNY4HDw/e4JQRBgsZg7XGc2myH46Pjp05B77LHHMHbsWISGhmLAgAFutRFFEStXrkR8fDxCQkJw9dVX4/vvv5fVaWhowB//+EcYDAaEhYVhxowZMJs73nne4hAEzJ99HW6YNhmWNr/LYjbjhmmTMX/2dQw6N9U4HVj1+3l4cMH1KLfJDyQVdgseXngDHlk6n0HnplqnA3+9/Waszp6NyjZ/OFTarXh08Y1Ye0cWg85NDoeAhXOux29nToG1zYHZajHjxhlTkDX7OgadmwRBwHWzZmJKZma7Y7XJbEZGZiZmzJzpk6Dzacg1NjZi9uzZuO2229xu88QTT2DdunV47rnn8PXXX8NoNGLSpElwOp1SnRUrVmD37t1466238K9//QsulwvTpk1DS0uLLzYDAOByuVBRXo4TxUW4cfoUKegsZjNunD4FJ4qLUFFeDpfL5bMxqEldjQvCyQrYTSfw0MIbpKA7FXA3otR8AsLJCtTVcH+6o67WBeFkJcrMJ7B60Zmgq7Rb8eiS2Sgzl8BRVYG62poeHmnfUONyobKiHCXFxZg3a6oUdFaLGbNnTEVJcREqKipQ4+Tr0x0ulxMV5eUoKirC1Mlngs5kNiMzMxNFRUUoLy+XHee9RSMqfRy1G7Zt24YVK1agurq6y3qiKCI+Ph4rVqzAfffdB+DUWVtsbCzWrl2L3//+9xAEAdHR0Xj99dcxZ84cAIDVakVSUhJyc3ORmZl5zvE4HA7o9XocO2FFeESE29txdqAlD07BMy+8hGVLF0s/7/zgIyQkJrrdHwDUNLV6VL8jtV7oQ6hvVtS+qr7J4zblNgseWngD7KYTMCYlY9njz2BDzjKUmk8gNjEZj2zdCYMxwaM++/MsBJV2K1Yvmo0y8wnEJCbjtkfWY9PDy1FmLkFM4iA8tPltRBnjPeqzt8xCEB6kbLaO0EDPpyGwWsyYN2sqSoqLMWjwYGzY9BKW37YEJcVFGDQ4BW+/n4v4BM/e7wFemA4h0E95H0qHEdCNMZjNZkydfCrQUlJSsGXLFmRnZ0s/7927F0keHD8dDgdijUYIgoCILo7jvSrkfv75Z1xwwQX45ptvMHLkSKl85syZGDBgAF599VV8+umnmDBhAk6ePImBAwdKdS6//HLMmjULq1atatdvQ0MDGhoapJ8dDgeSkpI8DjlAHnSndTfggP4dcoA86E7rbsAB/TvkAHnQndbdgAP6d8gB8qA7rbsBB/TvkAPkQXdadwIOcD/ketWNJ3a7HQAQGxsrK4+NjZXW2e12BAUFyQKubZ221qxZA71eLy1JSUndHmNCYiKeeeElWdkzL7zUrYAjIDouASvWPCsrW77mmW4FHAFRxnjc/ugGWdltj2zoVsAREJ+QiKeel7/fN2za3K2AIyAxMRGbX94iK9uyZYvHAecJj0Nu5cqV0Gg0XS6HDx9WNCiNRv5XgiiK7cra6qpOTk4OBEGQFpPJ1O2xWcxmLFu6WFa2bOnidjejkHvKbRasz/mjrGxDzjJU2Du+q426Vmm34vmHlsvKNj28vN3NKOQeq8WMu2+Xv9+X37ak3c0o5B6z2Ywli7JlZdnZ2TD58PjpccjdcccdOHr0aJfLiBEjujUYo9EIAO3OyMrKyqSzO6PRiMbGRlRVVXVapy2tVouIiAjZ0h1tr8m9t2cfkgentLsZhdzT9prc46+/h9jEZJSaT+DhhTcy6DzU9prcX7buRkziIJSZS/DokvZ3XVLX2l6T2/1RHgYNTkFJcRFmz5jKoPNQ22tyn376KVJSUlBUVITMzEyfBZ3HIWcwGDBs2LAul+Dg4G4NJiUlBUajEXl5eVJZY2MjDhw4gLFjxwIAUlNTERgYKKtjs9nw3XffSXV8wWqxyAJu5wcf4coxadj5wUeyoOvse3QkV2G3ygLu0a27MOxXV+KRrTvbBB0PzO6oLJUH3J9ffhsXXT4KD21+Wx50pbaeHmqfYLNaZAH393dzMWp0Gt5+P1cWdDa+391iscgDLnfPXqSnpWHv3r2yoPPFV8F8ek2upKQEhYWFKCkpQUtLCwoLC1FYWCi7zX7YsGHYvXs3gFMfU65YsQKPP/44du/eje+++w4LFixAaGgo5s2bBwDQ6/XIzs7G3XffjU8++QQFBQW4+eabcemll2LixIk+2xadTgdDdHS7m0wSEhOloDNER0On0/lsDGoSEqaDPtIgBVx03KlrcAZjghR0+kgDQsK4P90REqqDPjJKCrjT1+CijPFS0EUMNCAkNKyHR9o3hOl0iDJESwF3+hpcfEKiFHQGgwFh4Xx9ukOnC4chOloKuMRfjp9JiYlS0EVHRyM8PNzrv9und1cuWLAAr776arvyzz77DFdfffWpAWg02Lp1KxYsWADg1LW1VatW4cUXX0RVVRXGjBmD559/XvYRaH19Pe699178/e9/R11dHSZMmICNGze6fUNJd79C4BAEuFwuxCe0vynCarFAp9MhQq93uz+gf99dWeN0oK7GBcMvB+SW1jMvxQq7FSFhOoSFe/bRcn++u7LW6UBdrQtRsaf2Z+tZ+7Oy1IaQ0DCEerg/+/PdlQ6HgBqXC3Hxp97vZ9/VaLNYEBauQ0SEZ+/3/nx3pSAIcLmcSPjlD4aAs7owm80IDw+H3oPjZ6/6CkFv092Q84X+HHJtnR1y3dWfQ65dH17Yn/055NryRrj055Br14fCLvrkVwiIiIi8iSFHRESqxZAjIiLVYsgREZFqMeSIiEi1GHJERKRaDDkiIlIthhwREakWQ46IiFRL2WME+qjTD3lx+WCqdU/VNCt/WkmdF554UlPfoqh9bQOfeHI2tTzxRNui/GklQc3KDzMahU88afHGE0/OMd2XO3rLE0+UdtEbnnji/OX4fa6HdvXLkDu9c1JHDO3hkRARkRJOp7PLZ172y2dXtra2wmq1Ijw8/JyTsXbG4XAgKSkJJpOp2/PT0Rncn97F/eld3J/e5Y39KYoinE4n4uPj4efX+ZW3fnkm5+fnJ031oJSSSVipPe5P7+L+9C7uT+9Suj/dmbWAN54QEZFqMeSIiEi1GHLdpNVq8Ze//AVarbanh6IK3J/exf3pXdyf3nU+92e/vPGEiIj6B57JERGRajHkiIhItRhyRESkWgw5IiJSLYacBx577DGMHTsWoaGhGDBggFttRFHEypUrER8fj5CQEFx99dX4/vvvfTvQPqKqqgpZWVnQ6/XQ6/XIyspCdXV1l20WLFgAjUYjW9LS0s7PgHuZjRs3IiUlBcHBwUhNTcUXX3zRZf0DBw4gNTUVwcHBGDJkCF544YXzNNK+wZP9uX///navQ41Ggx9//PE8jrj3+vzzzzF9+nTEx8dDo9Hg3XffPWcbX70+GXIeaGxsxOzZs3Hbbbe53eaJJ57AunXr8Nxzz+Hrr7+G0WjEpEmTpOdn9mfz5s1DYWEh9uzZgz179qCwsBBZWVnnbDd58mTYbDZpyc3NPQ+j7V127NiBFStW4MEHH0RBQQHGjRuHKVOmoKSkpMP6RUVFmDp1KsaNG4eCggI88MADWLZsGXbt2nWeR947ebo/Tzt27JjstXjhhReepxH3bjU1Nbj88svx3HPPuVXfp69PkTy2detWUa/Xn7Nea2uraDQaxb/+9a9SWX19vajX68UXXnjBhyPs/X744QcRgHjo0CGpLD8/XwQg/vjjj522u/XWW8WZM2eehxH2bqNHjxaXLl0qKxs2bJh4//33d1j/T3/6kzhs2DBZ2e9//3sxLS3NZ2PsSzzdn5999pkIQKyqqjoPo+vbAIi7d+/uso4vX588k/OhoqIi2O12ZGRkSGVarRa/+c1vcPDgwR4cWc/Lz8+HXq/HmDFjpLK0tDTo9fpz7pv9+/cjJiYGF110ERYvXoyysjJfD7dXaWxsxJEjR2SvKwDIyMjodN/l5+e3q5+ZmYnDhw+jqUn5NEl9WXf252kjR45EXFwcJkyYgM8++8yXw1Q1X74+GXI+ZLfbAQCxsbGy8tjYWGldf2W32xETE9OuPCYmpst9M2XKFGzfvh2ffvopnnrqKXz99dcYP348GhoafDncXqWiogItLS0eva7sdnuH9Zubm1FRUeGzsfYF3dmfcXFx2Lx5M3bt2oV33nkHQ4cOxYQJE/D555+fjyGrji9fn/1yFoKzrVy5EqtWreqyztdff41Ro0Z1+3e0nc5HFMVuT/HT27m7P4H2+wU4976ZM2eO9O8RI0Zg1KhRSE5Oxocffojrr7++m6Pumzx9XXVUv6Py/sqT/Tl06FAMHXpmPsr09HSYTCY8+eSTuOqqq3w6TrXy1euz34fcHXfcgblz53ZZZ/Dgwd3q22g0Ajj1V0pcXJxUXlZW1u6vFrVwd3/++9//Rmlpabt15eXlHu2buLg4JCcn4/jx4x6Pta8yGAzw9/dvd5bR1evKaDR2WD8gIABRUVE+G2tf0J392ZG0tDS88cYb3h5ev+DL12e/DzmDwQCDweCTvlNSUmA0GpGXl4eRI0cCOPX5/4EDB7B27Vqf/M6e5u7+TE9PhyAI+OqrrzB69GgAwJdffglBEDB27Fi3f19lZSVMJpPsjwi1CwoKQmpqKvLy8nDddddJ5Xl5eZg5c2aHbdLT0/HBBx/Iyj7++GOMGjUKgYGBPh1vb9ed/dmRgoKCfvU69Cafvj4V37rSj5w4cUIsKCgQV61aJep0OrGgoEAsKCgQnU6nVGfo0KHiO++8I/3817/+VdTr9eI777wj/uc//xF/+9vfinFxcaLD4eiJTehVJk+eLF522WVifn6+mJ+fL1566aXitGnTZHXO3p9Op1O8++67xYMHD4pFRUXiZ599Jqanp4sJCQn9bn++9dZbYmBgoLhlyxbxhx9+EFesWCGGhYWJxcXFoiiK4v333y9mZWVJ9X/++WcxNDRUvPPOO8UffvhB3LJlixgYGCju3LmzpzahV/F0fz799NPi7t27xZ9++kn87rvvxPvvv18EIO7ataunNqFXcTqd0vERgLhu3TqxoKBAPHHihCiK5/f1yZDzwK233ioCaLd89tlnUh0A4tatW6WfW1tbxb/85S+i0WgUtVqteNVVV4n/+c9/zv/ge6HKykpx/vz5Ynh4uBgeHi7Onz+/3S3ZZ+/P2tpaMSMjQ4yOjhYDAwPFQYMGibfeeqtYUlJy/gffCzz//PNicnKyGBQUJF5xxRXigQMHpHW33nqr+Jvf/EZWf//+/eLIkSPFoKAgcfDgweKmTZvO84h7N0/259q1a8ULLrhADA4OFgcOHCj+3//7f8UPP/ywB0bdO53+ikXb5dZbbxVF8fy+PjnVDhERqRa/QkBERKrFkCMiItViyBERkWox5IiISLUYckREpFoMOSIiUi2GHBERqRZDjoiIVIshR0REqsWQIyIi1WLIERGRajHkiIhItf4/w5s0n4nFhggAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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l8fvclUuXLkV+fj7GjBmDnJwcrF27FhUVFVi0aBGAjrcSjUYjXn/9ddlx69atw7hx4zBy5MgubS5fvhzZ2dk488wzYbVa8fTTT6OsrAzPPfecv0+HiIgGEL+H3Ny5c1FXV4eHHnoIJpMJI0eOxNatW92jJU0mU5fvzFksFmzevBlPPfVUt202NDTgpptugtlshlqtxqhRo/Dll19i7Nix/j4dIiIaQFSSJIlPET7AWK1WqNVqGE1mxMXFndK++GYVAvF+RIaKvXMdYqsW7kNwvfiAoNbDPwq3Yf1BvI26H8uFjq/9uU64D/VHLMJtKGYVghDxT2bi48Unm4hLixVuY9CwQeJtnCU2wjxuxJnCfQgbdm7flXphtTswOGcmLBZLr6/jnLuSiIgUiyFHRESKFdCLpra6JLT44K0UEXYfvB3kizMQvQ7xsUnCfVC1tQi3EZwg/jZfRIJBuI3QaLG3toKCxf/+dPngkwh7m/gCshaneBui5xLpg+tpbxNfGDjFB893XwiJ6P1rWX2JSFCL9yF5iNDx7Y2e/X/wTo6IiBSLIUdERIrFkCMiIsViyBERkWIx5IiISLEYckREpFgMOSIiUiyGHBERKRZDjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpVkAvmtrkbEeIDxZ0FGFpEV9EsdEp3kZUaLDQ8a0+WHw2OT5NuI0QV6twG+G2BuE24uosQsc7qm3CfbBXO4TbiPTBIp8Wp3ATaG4Xe3w1t4ufR6tgHzqILwwcZBB/bEQOElvUNzq1XrgPEQ6r0PHtjiaP6vFOjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZDzgtVqgclo7HafyWiE1So2lVOgsVotMFV2fz0NBgMsFl5Pb9icTlQ1Nne7r8bZCodLfGqrQNIstcMqtXW7zyK1oVni9fSGtbkFlRZ7t/sMNcdgsTf65feelJBbs2YNMjMzERERgaysLHz11Vc91t25cydUKlWX7eeff5bV27x5M8455xyEh4fjnHPOwZYtW/x6DlarBflzZuPqGVNRaTTI9lUaDbh6xlTkz5nNoPOQ1WrB9dfMxtxurqfeYEBuXh5mzJzJoPOQzenErV/uQ8HOvTA3yuf0q3G24s/GQ7iv8r8MOg81S+3Y1GbCRmdll6BraHfi5RYDXmupZNB5yNrcgvmv/hNXvfQ+jA3yuTf11XWYfMffMOOex/0SdH4PuU2bNmHJkiW47777UFpaigkTJmDq1KmoqKjo9biDBw/CZDK5tzPPPNO9r6SkBHPnzkV+fj6+//575Ofn45prrsHevXv9dh4Omx21tbWoOFKOOTOmuV+YK40GzJkxDRVHylFbWwuHrfu/VEjOYbej7pfrOW/mr9dTbzAgLy8P5eXlqKmpgc0mPhltIGh0unCspRUGRxNu3PmNO+iOB5zJ2QqLqw2NPpioOBC0oh2NkgsNaJMFXUO7E+tajaiX2mCHCy3wxaTNymdvcaLW0YSjx6y4+uUP3EGnr65D7tIVKDfVoLrBCltT9+9EiPB7yK1atQoFBQW48cYbcfbZZ2P16tVIT0/H888/3+txSUlJ0Gq17i04+NdZ8levXo3JkyejqKgII0aMQFFRESZOnIjVq1f77Tx0qal458OtGDI00x10+77Z4w64IUMz8c6HW6FLTfVbH5REl5KKtz/49XrOmzkNJXv2uAMuMzMT27dvR1qa+MoEgSA5KgIvXzIWadGR7qD7qcnuDjhdaBgeSz0TiaFhp7qrA0KcKgTzQ1MQjxB30FW4mtwBN0gVgoKwVKhVAb2Qi8dS1DF498aZyBgc5w66kh8PuQMuU5eIT1cVIS1xsM9/t19DrrW1Ffv370dubq6sPDc3F7t37+712FGjRkGn02HixIn44osvZPtKSkq6tJmXl9djmy0tLbBarbKtP1JS02RBN3vqZFnApaTyBdkbKalpsqC77LLLZAGXzoDzijYqUhZ0Sw0MOBGdg25tp4CLDwo91V0cUFLjY2VBd+niv8oCLj0pwS+/169/htTW1sLlciE5OVlWnpycDLPZ3O0xOp0Oa9euRVZWFlpaWvDGG29g4sSJ2LlzJy666CIAgNls9qrNFStWYPny5V3Km10SQtq8e7thUHIqHnt2LeZNn+wue+zZtRiUnIomL9sCAINVfH2p+ibxBbtCg1VCxydF9/MFNCoBy1Y+g8Vzp7uLHn1mLVTxWhjs3X/o35tUzRn968cJwtrEr2dcs9habq22/n02kQDgmaQ4zH71I3fZw1nnYcQgdb/aa2vy/v+gsyaX+GPcKYm9LWhv69+6kREIxpTgRLztMrnLpgcnIVQKhsPlfZvHWsWeZwAQ0yD+ll5MldhnXy0N/ftYRgMVnpg6Hldv3OYuW7fsBqTFR0Nq9e68PK1/UgaeqFTy/1hJkrqUHTd8+HAUFhZi9OjRyMnJwZo1a3D55Zfj8ccf73ebRUVFsFgs7k2v1/f7XExGA+66tVBWdtethTB1GjxBnqk2GbFi2a2ysmW8nv1WabHj9vd3ysr+8v2PMPvhs45AYJXa8ImrRlb2UVt1j6MuqXeVVgeWfvy1rKzg769AX3PMb7/TryGn0WgQHBzc5Q6rurq6y51Yb7Kzs3Ho0CH3z1qt1qs2w8PDERcXJ9v6w2Q0YMHsadAfPYL0jKF4+5/FSM8YCv3RI1gwexpfmL1UbTJi6fxZMOmPQpeegU0nXM/5s3g9vVVpsWPO6x+jot6GIYNi8XJ2FlIjI2Bsasaivd8x6LxkldrwD5cJFrRBjRDkh8g/o2PQeafS6sDv396OigY7hsTH4PMn/oxMrQbl5lrk/fkJvwWdX0MuLCwMWVlZKC4ulpUXFxdj/PjxHrdTWloKnU7n/jknJ6dLm59++qlXbXrLXGmUBdyGLVsx+oJx2LBlqyzozD1874vkakyVsoBbtfF9jB47Dhvf3yoPOl5Pj5isDlnAvXPd5Th/kBovjBstC7oqBp1HbJ0C7ppgHdKCIroMRmHQecZkkwfcW/PykHPOGdj+2J2yoDPU1Pv8d/t9aNDSpUuRn5+PMWPGICcnB2vXrkVFRQUWLVoEoOOtRKPRiNdffx1Ax8jJoUOH4txzz0Vrays2bNiAzZs3Y/Pmze42b7/9dlx00UVYuXIlZs6ciQ8++AA7duzA119/3W0ffCE6JgYJmkQAwIYtW6H7ZZCJLjUNG7ZsxYLZ05CgSUR0TIzf+qAkkTExiE/QAABWbXwfSbqOUam61DRsfH8r5s/quJ4xvJ4eiQ4LhSYqEgDwznWXI0UdAzOqoY2MwAvjRmPR3u8wODwM0SEcDeiJMAQhCh0juq8J1iHul1GUxwejbHRWIkoVjDDOp+GR6LBQJERFAADempeHlLhoAEB64mBsf+xO5P35CSTGxyL2lzq+5PdH/Ny5c1FXV4eHHnoIJpMJI0eOxNatW5GRkQEAMJlMsu/Mtba2YtmyZTAajYiMjMS5556Ljz/+GNOmTXPXGT9+PN5++23cf//9eOCBB3DGGWdg06ZNGDdunN/OIzZOjXVvvweH3Q5tivxrAh0vzJ8gOiYGsXH9+4A/0MTExuHRVzahyW5Hoi5Ftk+XmoaNH3yCGF5Pj8VFhOGN+VPgaHVC98sLyHHayAi8OG40okNCEBPKkPNEuCoIVwVr0Yp2xHb6msDxoAtDECJUDDlPxIWHYf2cSR2Pz1j54zM9cTA+fWwZYqMioI6O9PnvVkmS4LClAchqtUKtVuO7/xoQE9u/z+d85WCd+Df8B/ToyhMMUYv/FZcaKz6sO8z8c9+V+uD8qUTo+Nq93wn3wfztYeE2qv5d03elPpT7YARxbavYl9j7O7ryRGFB4iMjB4UG912pD0OixP9QSTtLbLh+6oXDhPugvfRCoeOtjiYkX70EFoul13EW/DOEiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIoV0BPZOZwuqJxi0wWJMlrFZ4U/Uiu2QCcAuNrFZndLjAsX7oOlWXxG97b26L4r9WFo8nDhNsLaxc4lwcsFJLvT3ip+PV1O8emwpB9rxfshtQq3IapV8DkCAE39WGi1M19MUdZUL/b4clrFX3O8XSS1y/FOz6aL450cEREpFkOOiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsViyBERkWIx5IiISLEYckREpFgMOSIiUqyAXjS1vqkNrSHOU9oH/bFG4TYOmKzCbdgFFyyNiRB/KNVYPVsEsTdNPlgE19UeJ9zGsJSRQseLL0ELaFzi16K9XXyBTp8QXHj1iEN80VWLDxaQ9YVWH3TDJfg8aWv2wSK27YKPTw+P550cEREpFkOOiIgUiyFHRESKdVJCbs2aNcjMzERERASysrLw1Vdf9Vj3vffew+TJk5GYmIi4uDjk5ORg+/btsjrr16+HSqXqsjU3N/v7VIiIaADxe8ht2rQJS5YswX333YfS0lJMmDABU6dORUVFRbf1v/zyS0yePBlbt27F/v37cemll+KKK65AaWmprF5cXBxMJpNsi4iI8PfpEBHRAOL30ZWrVq1CQUEBbrzxRgDA6tWrsX37djz//PNYsWJFl/qrV6+W/fy3v/0NH3zwAT766COMGjXKXa5SqaDVav3adyIiGtj8eifX2tqK/fv3Izc3V1aem5uL3bt3e9RGe3s7bDYbBg8eLCu32+3IyMhAWloapk+f3uVO70QtLS2wWq2yjYiIlM+vIVdbWwuXy4Xk5GRZeXJyMsxms0dtPPHEE3A4HLjmmmvcZSNGjMD69evx4Ycf4q233kJERAQuvPBCHDp0qNs2VqxYAbVa7d7S09P7f1JERDRgnJSBJyqVSvazJEldyrrz1ltv4cEHH8SmTZuQlJTkLs/OzsaCBQtw/vnnY8KECfjHP/6Bs846C88880y37RQVFcFisbg3vV4vdkJERDQg+PUzOY1Gg+Dg4C53bdXV1V3u7jrbtGkTCgoK8M4772DSpEm91g0KCsIFF1zQ451ceHg4wsN9MYcEERENJH69kwsLC0NWVhaKi4tl5cXFxRg/fnyPx7311ltYuHAh3nzzTVx++eV9/h5JklBWVgadTifcZyIiUg6/j65cunQp8vPzMWbMGOTk5GDt2rWoqKjAokWLAHS8lWg0GvH6668D6Ai46667Dk899RSys7Pdd4GRkZFQq9UAgOXLlyM7OxtnnnkmrFYrnn76aZSVleG5557z9+kQEdEA4veQmzt3Lurq6vDQQw/BZDJh5MiR2Lp1KzIyMgAAJpNJ9p25F198EW1tbbj11ltx6623usuvv/56rF+/HgDQ0NCAm266CWazGWq1GqNGjcKXX36JsWPH+vt0iIhoADkpqxD88Y9/xB//+Mdu9x0PruN27tzZZ3tPPvkknnzySR/0jIiIlIxzVxIRkWIx5IiISLECetFUa0sb2kLFFgsVZahvEm6jqtoh3Eaz4KKS9UF9f++xzzYs4hNsNzSJL4Lb7PLF4pjxQkeLLroKABGS+Hkk9V1lQFD9XCfchtkHC682uSThNiKDxZ9rQT5owwedOCnH806OiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsViyBERkWIx5IiISLEYckREpFgMOSIiUiyGHBERKVZAL5ra5HRB5XSd0j7U2VuE22i0irdhPdYodLzULn4dHT44j9YW8X60tokvNtreLrY4ZrvgoqsAcGbKecJtRAi34JuFV4OCxP4eDw4V/3s+5L/1wm344rkarBJf8DQ0Okzo+JAIseMBQBUSKni8Zwte806OiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkPNCo82KuipTt/vqqkxotFlPco8GtvbWRrQ56rrd57TVwtXiOMk9GthsVgvMlcZu9xkMBlgslpPco4HN7mxDVVNzt/tqnK1wuE7tlIADja3FCbO9++kDDbX1sDia/PJ7T0rIrVmzBpmZmYiIiEBWVha++uqrXuvv2rULWVlZiIiIwLBhw/DCCy90qbN582acc845CA8PxznnnIMtW7b4q/sAOgJu5W35+Gvh1agzV8r21Zkr8dfCq7HytnwGnYfaWxtRtW0Fqj5ejjZ7rWyf01YD/eb7YPjgIQadh2xWC26ZfzX+cNXlMBsNsn16gwG5eXmYMXMmg85DdmcbFu8rw817v4O5U9DVOFvxZ+Mh3Ff5Xwadh2wtThRs/RrzP/wSpk5Bp685hty7n8SM/3vWL0Hn95DbtGkTlixZgvvuuw+lpaWYMGECpk6dioqKim7rl5eXY9q0aZgwYQJKS0tx7733YvHixdi8ebO7TklJCebOnYv8/Hx8//33yM/PxzXXXIO9e/f67TyaGh2w1tei2lCBv940xx10deZK/PWmOag2VMBaX4umRr4oe6Ld2YT2ZgvabNWo2vqQO+g6Au5+OK1VcDU2oL3VP3/dKY3Dbsex2hoYjh7BH66e7g46vcGAvLw8lJeXo6amBjab7RT3dGBwtLXhWEsrjE3NWHRC0B0POJOzFRZXGxp9MDF5IHA4nahraoHe6sCCE4JOX3MMefesRrm5FjUNNth6uHMWoZIkSWy69D6MGzcOo0ePxvPPP+8uO/vsszFr1iysWLGiS/27774bH374IQ4cOOAuW7RoEb7//nuUlJQAAObOnQur1YpPPvnEXWfKlCkYNGgQ3nrrrT77ZLVaoVar8dKXPyEqJtbjczkx0JLShuCWh5/C8w/c7v75/rXvIEGb4nF7APDWt3qv6nen4rD47OinYhWCNnttR8DZqhESm4SUKUth2v4knNYqhMYlI/2qvyI0NtGrNgclx3jdj86GDx0k3Mbv/l+C0PHj0uO9PsZsNOAPV0+H4egRpGUMxeuvvoKCggKUl5cjMzMT27dvR3pamldthlX+2+t+dNZc9qVwG7X7fhQ6vvr77v+o7o35l4AzNjUjNTICdyak4+9VR2FytkIXGobHUs9EYqh3s/GfLqsQxKV6/rrXndQLUr0+xmRvxIIPv4Te6kB6XDRee2ARCp54DeXmWmRqNdj+6BKkJw72uD1rYxOS59wJi8WCuLi4Huv59U6utbUV+/fvR25urqw8NzcXu3fv7vaYkpKSLvXz8vKwb98+OJ3OXuv01GZLSwusVqts648EbQruX/sOktKGoNpQgeU3zBYKuEAXEqNB8rT/Q0hsEtps1ah45x6hgAt02tQ0vPLuP5GWMRSGo0dw2WWXCQVcoNNGRuCFcaORGhkBY1MzlhoOCQVcoNPFRGHDjIuQHhcNvdWBy+56ot8B5w2/ridXW1sLl8uF5ORkWXlycjLMZnO3x5jN5m7rt7W1oba2Fjqdrsc6PbW5YsUKLF++vEt5W7sEp5frfsUl6VC4fDUeKbjSXVa4fDXiknRetwUATa0+WP+sxbN1lXptw3ZM6Hhns73fx8b89ho0fPWs++e4MQvQ5HCiyVHZy1Hda3Mm912pD+0+WE/O1S7eRv/EYP79T2Bl4VXukuWrX0BzTBIONbR63ZpP1qRTif8tnRgcLHR8UFj/Xuq0AJ7NTMDsVz9yl6343Sicp+nf3b69sv/Pk+PaXeKPrchBYisFhsf3705waHwsVs+4GFdt2Ooue+XeRRiSnu51WyqXZ4+rkzLwRNXp9lqSpC5lfdXvXO5Nm0VFRbBYLO5Nr+//W4R15kqs/b8lsrK1/7eky2AU8oyrsR7W/fK3mBv2vgZXo1joBqpjVZV45cE7ZGX3Lr65y2AU8kylxY7b398pK7v/m3/B3MjPivuj0urAHf+UDzz8w4oXoa/ufpS1L/g15DQaDYKDg7vcYVVXV3e5EztOq9V2Wz8kJAQJCQm91umpzfDwcMTFxcm2/qgzV+LRm69BjbECialDcN+695CYOgQ1xgo8evM1DDovuRrr0fD182hvrENQVAISLrsTwdEauBy1qPtiNYPOS8eqKvH4LfPcj8/XP9jufuvyxMEo5JlKix1zXv8YFfU2DBkUi/WXjkNadCQMjibcuPMbBp2XKq0OzH1zGyoabBgSH4svnr4fmbpElJtqkLt0hd+Czq8hFxYWhqysLBQXF8vKi4uLMX78+G6PycnJ6VL/008/xZgxYxAaGtprnZ7a9IVjVSZZwN3z4j9w5vljcM+L/5AF3bEevkdHcq6mBlnAxf/uFoRpzkDCpUs6BZ34oJpAcKzKJAu4Zc+/jd9eME72Gd0frp7e4/foSM5kdcgC7p3rLsdvNYPw8iVjZUFX1ej70YBKZOoUcJuunYKcc8/Ep6uKZEFnqPH9H7Z+f7ty6dKlePnll/HKK6/gwIEDuOOOO1BRUYFFixYB6Hgr8brrrnPXX7RoEY4ePYqlS5fiwIEDeOWVV7Bu3TosW7bMXef222/Hp59+ipUrV+Lnn3/GypUrsWPHDixZssRv5xERHY24wRp3wB0fZJKgTXEHXdxgDSKio/3WByVRhYQjKDzGHXDBUR2fcQRHDXYHXVBELFQhYp8dBIqI6GjEDkpwB9zg5I7H54mDUQZrEhEdIz76NBBEh4VCExXpDrgUdcd100ZFuoNucHgYokLFPisMFNFhoUiIinAHXEpcx+tkelKCO+iS4uMQG+n757vfv0IAdHwZ/LHHHoPJZMLIkSPx5JNP4qKLLgIALFy4EEeOHMHOnTvd9Xft2oU77rgDP/74I1JSUnD33Xe7Q/G4d999F/fffz8OHz6MM844A4888giuvPJKeOL4Vwie3/kjIr34CkGj3YpmhwODk3Vd9h2rMiEiOhpRMd69FfpGyVGv6nfH+D/xv36sPQza8VR/Bp60O5sgtbUgODIeABASFune52qshyokAkEnlHkiKkF84EmCVmx4NQCcNUzsawgXn+X9yNLOj88Tv4ZgrjQiOiYGsXFqr9o8M158BGGYSWz4PwC0/Kv3CST6Ulf6k9fHWJtb4Wh1QvfLC3LdgV/f7q1qbEZUaDBif3l3yVNKGXiSdP4Qr4/pfD2TJ1/q3meoOYbYyAioY6I8b8/RhKQZi/r8CsFJCbnTTX9Dzh8COeQ6C/Ey0LoTyCHXWX++a9dZIIdclzYOiH+mGcgh19mJIdcfnoYc564kIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsViyBERkWL5ddHU051LkuBSwKxmUj8Wa+3M1Sq2bIjTYRHugy/aaBM8DwCQ2jOE21CKIIhNTwYAZ+jOFW4jXPB4TZj4xL9hsZ7Pq9gT6xHxVUqcDvGVD0Kjxa5HlE58Fe+g2Hix41WeTTnHOzkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsViyBERkWIx5IiISLEYckREpFgMOSIiUiyGHBERKRZDjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWAG9aGqwSoVgleqU9iEyLFi4jeBg8b9VgkI8W4CwJ1K7S7gPrlbxxSDb25zCbfjiXIBhPmhDTHCQDx4XQb54fsQLtyC68GpokPhLnToiWriNiIT/CrfRXCe+uLBK8DUjSpcs3IdgdYLY8cGeLfzKOzkiIlIshhwRESkWQ46IiBTLryFXX1+P/Px8qNVqqNVq5Ofno6Ghocf6TqcTd999N8477zxER0cjJSUF1113HSorK2X1LrnkEqhUKtk2b948f54KERENQH4NuWuvvRZlZWXYtm0btm3bhrKyMuTn5/dYv7GxEd999x0eeOABfPfdd3jvvffwn//8BzNmzOhSt7CwECaTyb29+OKL/jwVIiIagPw2uvLAgQPYtm0b9uzZg3HjxgEAXnrpJeTk5ODgwYMYPnx4l2PUajWKi4tlZc888wzGjh2LiooKDBkyxF0eFRUFrVbrr+4TEZEC+O1OrqSkBGq12h1wAJCdnQ21Wo3du3d73I7FYoFKpUJ8fLysfOPGjdBoNDj33HOxbNky2Gy2HttoaWmB1WqVbUREpHx+u5Mzm81ISkrqUp6UlASz2exRG83Nzbjnnntw7bXXIi4uzl0+f/58ZGZmQqvV4ocffkBRURG+//77LneBx61YsQLLly/v34kQEdGA5fWd3IMPPthl0Efnbd++fQAAVTdftJYkqdvyzpxOJ+bNm4f29nasWbNGtq+wsBCTJk3CyJEjMW/ePLz77rvYsWMHvvvuu27bKioqgsVicW96vd7b0yYiogHI6zu52267rc+RjEOHDsW//vUvVFVVddlXU1OD5OTevy3vdDpxzTXXoLy8HJ9//rnsLq47o0ePRmhoKA4dOoTRo0d32R8eHo7w8PBe2yAiIuXxOuQ0Gg00Gk2f9XJycmCxWPDNN99g7NixAIC9e/fCYrFg/PjxPR53POAOHTqEL774AgkJfU/98uOPP8LpdEKn03l+IkREpHh+G3hy9tlnY8qUKSgsLMSePXuwZ88eFBYWYvr06bKRlSNGjMCWLVsAAG1tbbj66quxb98+bNy4ES6XC2azGWazGa2trQCA//3vf3jooYewb98+HDlyBFu3bsWcOXMwatQoXHjhhf46HSIiGoD8+j25jRs34rzzzkNubi5yc3Pxm9/8Bm+88YaszsGDB2GxdEw4ajAY8OGHH8JgMOC3v/0tdDqdezs+IjMsLAyfffYZ8vLyMHz4cCxevBi5ubnYsWMHgoPFJzsmIiLl8OsqBIMHD8aGDRt6rSNJkvvfQ4cOlf3cnfT0dOzatcsn/SMiImXj3JVERKRYDDkiIlKsgF40NSwkCOEhpzbn46NChduIiBZvIyQyRuj44LBI4T74YtFUZ5NduA1fsAUdFTpeFTRUuA8HffDYDvNBGxE+WNQ3OKj3rxH1ZWhy12kEvRUSIv48i4yNF24jrM6zyTR6IwkuLiy64CkASJFi/6dSm2ePK97JERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsUK6EVTw4ODEO6DBR1FDI4OF24jKs4HbajFFjBsaxos3If2tlbhNnzBF/1wOixCxzfWVQn3oT40WLiNg+HibcRH+mCxUcFzCQkSWxQYANIShgm3ERIcJtxGmA8WLG1vcggdHxQZLdwHV5jY/0l7mORRPd7JERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJecNisqDVXdruv1lwJh816kns0sLW3NsHVWN/9vmYrJGfzSe7RwNbb9XTaauFqEZvKKdDYrBaYKo3d7jMYDLBYxKZuCzQWmx0Gc3W3+wyVJlis/nn99GvI1dfXIz8/H2q1Gmq1Gvn5+WhoaOj1mIULF0KlUsm27OxsWZ2Wlhb86U9/gkajQXR0NGbMmAGDweDHM+kIuIcXzccDN1yFWrP8gV9rNuKBG67Cw4vmM+g81N7ahGNfPYu6L56Eq/GYfF+zBfZ9r8FeupFB56HerqfTVgP95vtg+OAhBp2HbFYL/jD3SsyfORUmo/y1RW8wIDcvDzNmzmTQechis2PajXfi0gW3QW+Sz8uqN1Zi0uzfY/rvb/BL0Pk15K699lqUlZVh27Zt2LZtG8rKypCfn9/ncVOmTIHJZHJvW7dule1fsmQJtmzZgrfffhtff/017HY7pk+fDpfL5a9TQZPDDsuxWlQZjuKBG652B11HwF2NKsNRWI7Voslh91sflERqa0Z7sw0uRy3qvljtfmHuCLjX0d5UD6m1EZLr9Ji0+XTX0/XsCLj74bRWwdXYgPbWplPc04HBbrejrrYG+qNHMH/WNHfQ6Q0G5OXloby8HDU1NbDZbKe4pwODzdGI6rp6HNZX4rL8P7mDTm+sxOQrr8XhoxWoqa2Dze77P8L8FnIHDhzAtm3b8PLLLyMnJwc5OTl46aWX8M9//hMHDx7s9djw8HBotVr3NnjwrzPcWywWrFu3Dk888QQmTZqEUaNGYcOGDfj3v/+NHTt2+Ot0oNGm4OFX30VyWoY76H4u+9YdcMlpGXj41Xeh0ab4rQ9KEhw1CAmXLkFwtMb9wtzWoHcHXFDkIMSMuQ5BEWKrIwSK7q5nk+lnd8CFxiUj/aq/IjRWc6q7OiDoUlKx8f2tSM8Y6g66kj173AGXmZmJ7du3Iy0t7VR3dUBI0ybh8zeewbD0FHfQlXy73x1wwzKGoPi9N5GWovP57/ZbyJWUlECtVmPcuHHusuzsbKjVauzevbvXY3fu3ImkpCScddZZKCwsRHX1r+/j7t+/H06nE7m5ue6ylJQUjBw5ssd2W1paYLVaZVt/aLSpsqC7N39mp4BL7Ve7gSo4arDshdn+7audAk59qrs4oHS+nhXv3NMp4BJPdRcHFF1qmizoLrvsMlnApTPgvJKuS5YF3cVXzJEFXHqqf24Q/LaenNlsRlJSUpfypKQkmM3mHo+bOnUq5syZg4yMDJSXl+OBBx7AZZddhv379yM8PBxmsxlhYWEYNGiQ7Ljk5OQe212xYgWWL1/epTwmPATR4d5dgtiMDBQ9/hyWzJvuLit6/DlkZmR41c5xuviIfh13ooRBkcJtNDc6hY53tWn7eaQWoblLYdxyr7tkUM4fEKY5o1+ttdiO9V2pD67T4C29tv72ISQSsaPnoeGrZ91Fgy/6I1xBsXA5vP98094gvlbhf6rE39JLFFwzUR3Rz5e6GA3ueuxZLJ776/P98efWImywDlWN3n88khwvHozBIeL/J6posbcF21X9uz9KPVODV595HBfPutZd9sqLa5A27Ex4tjrcr6SWdo/qed3TBx98sMvAkM7bvn37AAAqlaprxySp2/Lj5s6di8svvxwjR47EFVdcgU8++QT/+c9/8PHHH/far97aLSoqgsVicW96vd6LM5arNhmx8q5bZWUr77oV1abuR2FR75y2WlR99pSsrGHva10GT5BnXI31sO5/S1ZWt+s5tNlrT1GPBrZqkxErlsmf73f88SZUGv070E2p9EYTbrj9blnZDYtuhd7gv9dPr0Putttuw4EDB3rdRo4cCa1Wi6qqrqsb19TUIDk52ePfp9PpkJGRgUOHDgEAtFotWltbUV8vHypdXV3dY7vh4eGIi4uTbf1RbTJi2YJZMOmPQpeegdVv/xO69AyY9EexbMEsBp2XnLZaGD94AG3WKoTEJSPhsjtlnykx6LzjaqxHw9fPo72xDkFRCUievhwhsUlos1WjautDDDovVZuMWDr/1+f75q3FGDI0ExVHyjFv5jQGnZf0RhMmzbkOh4/qMSwjHTu3/ROZQzNQfuQoJl8x229B53XIaTQajBgxotctIiICOTk5sFgs+Oabb9zH7t27FxaLBePHj/f499XV1UGv10On6/hAMisrC6GhoSguLnbXMZlM+OGHH7xq11s15kpZwD2+4X2cO3osHt/wvizoanr4Hh3JtdnlAZc682GEac7oMniip+99kZyrqUEWcPG/uwURycORPO3/5EHnqDvVXR0QakyVsoBbtfF9ZI3NxtsfbJUFXU/foyM5Q6VZFnA73nkdOeMuQPFHW2RBZzD6/vXTbwNPzj77bEyZMgWFhYXYs2cP9uzZg8LCQkyfPh3Dhw931xsxYgS2bNkCoGPY7rJly1BSUoIjR45g586duOKKK6DRaDB79mwAgFqtRkFBAe6880589tlnKC0txYIFC3Deeedh0qRJ/jodREXHID5B4w64JF3HIJMkXao76OITNIiKjvFbH5REFRqJ4Ei1O+COj/o7cfBEUEQsVCHin1kGAlVIOILCY9wBFxzV8Zl1SIzGHXRBEWoEhYp/fhsIImN+fb6v2vjr8z0lNc0ddAkaDaJj+Hz3RGxMNBITBrsDLj2146YlPS3VHXRJiRrE+uF6qiRJ8vbzPo8dO3YMixcvxocffggAmDFjBp599lnEx8f/2gGVCq+++ioWLlyIpqYmzJo1C6WlpWhoaIBOp8Oll16Khx9+GOnp6e5jmpubcdddd+HNN99EU1MTJk6ciDVr1sjq9MZqtUKtVuP97/6H6JhYj8/HYbOi0WFHYjdfE6gxVyIqOgbRsd69FbrP0OBV/e7s+Z/4X+dGo9iXMBuqvf8g29XigORsQkhMR8A5an8dOORqrIcqJAJBYd69KJ8uA09UQcFCx4dGez+ytN3ZBKmtBcGR8QCAqIRfR/u2OeoQFBqJoLAor9pM0ImPcE3PiBdu48Izxb76kJXq/XnYbVY02e1I1HU83884YYCXqdKI6JgYxMV5125ylNjjAgCC7TXCbahaBb+P1o+BJxarDTa7A2kpHYPU2qN+HTxoMFYiNiYGarXnr59Wqw2JGf8PFoul14+g/Bpyp6v+hpw/BHLIdXZiyPVXIIdcZyeGXH8Fcsh1doYPRjEHcsh1dmLI9YenIce5K4mISLEYckREpFgMOSIiUiyGHBERKRZDjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWH5bNHUgiAkNQnSY+DQ7InRx4hMQD0sUn9S0qdX7BSB9LThEfGXgxkjxa9HWZBduo72tVej4YC/n7OyO6NRiANDeLj7rn725TbiNGmuL0PHV8WL/HwAwODJUuI2w4J7X0vRUfGzXxai9Fdwi+BhvF/8/lQQnC5dCPVvomXdyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBSLIUdERIrFkCMiIsViyBERkWIx5IiISLECetHUqLDgU75oalJ0mHAbZyaLLxQq6rAPrmNdlPiilI1x4cJtNDvihdtwudqFjlcFiS+uGRYu/vSO8MHjMyZCvB/BgtfD6RJf/LXRKb6wcFOb+PMk3Cn+2IgMF3vNCHJ5tmBpb1xBYs93T4/nnRwRESkWQ46IiBSLIUdERIrl15Crr69Hfn4+1Go11Go18vPz0dDQ0OsxKpWq2+3vf/+7u84ll1zSZf+8efP8eSpERDQA+XXgybXXXguDwYBt27YBAG666Sbk5+fjo48+6vEYk8kk+/mTTz5BQUEBrrrqKll5YWEhHnroIffPkZGRPuw5EREpgd9C7sCBA9i2bRv27NmDcePGAQBeeukl5OTk4ODBgxg+fHi3x2m1WtnPH3zwAS699FIMGzZMVh4VFdWlLhER0Yn89nZlSUkJ1Gq1O+AAIDs7G2q1Grt37/aojaqqKnz88ccoKCjosm/jxo3QaDQ499xzsWzZMthsth7baWlpgdVqlW1ERKR8fruTM5vNSEpK6lKelJQEs9nsURuvvfYaYmNjceWVV8rK58+fj8zMTGi1Wvzwww8oKirC999/j+Li4m7bWbFiBZYvX+79SRAR0YDm9Z3cgw8+2OPgkOPbvn37AHQMIulMkqRuy7vzyiuvYP78+YiIiJCVFxYWYtKkSRg5ciTmzZuHd999Fzt27MB3333XbTtFRUWwWCzuTa/Xe3nWREQ0EHl9J3fbbbf1OZJx6NCh+Ne//oWqqqou+2pqapCcnNzn7/nqq69w8OBBbNq0qc+6o0ePRmhoKA4dOoTRo0d32R8eHo7wcPGZMIiIaGDxOuQ0Gg00Gk2f9XJycmCxWPDNN99g7NixAIC9e/fCYrFg/PjxfR6/bt06ZGVl4fzzz++z7o8//gin0wmdTtf3CRARUcDw28CTs88+G1OmTEFhYSH27NmDPXv2oLCwENOnT5eNrBwxYgS2bNkiO9ZqteKdd97BjTfe2KXd//3vf3jooYewb98+HDlyBFu3bsWcOXMwatQoXHjhhf46HSIiGoD8+mXwjRs34rzzzkNubi5yc3Pxm9/8Bm+88YaszsGDB2GxWGRlb7/9NiRJwu9///subYaFheGzzz5DXl4ehg8fjsWLFyM3Nxc7duxAcPCpnWyZiIhOL379MvjgwYOxYcOGXutIUtfZwW+66SbcdNNN3dZPT0/Hrl27fNI/IiJSNs5dSUREisWQIyIixQrsRVNDgxAdempzPin69PhqQ1So2OeZST5YrNTU0CzcxjFHi3AbDY3iC0I2tYovsCkq0gcL2SbEiP+/pg0Sn1c2fXCU0PGDIsUX5BV9jgCA+HKngA/Wf4WrXbCRYPHrCR+chyd4J0dERIrFkCMiIsViyBERkWIx5IiISLEYckREpFgMOSIiUiyGHBERKRZDjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUK6AXTY0MDkJkyCnOefH1JBEWEiHchuiikqlx4n2wJbYJt9Hiahdvo028DZcktiJksEp8ec3QIPE2In2wUKg6QvxlZrDg4zPaB+cRGeKL6yn+ehMeLN6PEAg+xsWfIlCpxK5FkIerrvJOjoiIFIshR0REisWQIyIixWLIERGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZDzgtViQaXR2O2+SqMRVovlJPdoYHPYrKgxV3a7r9ZcCYfNepJ7NLA12q04VmXqdl9dlQmNvJ5esVktMFd2/3w3GY2wWvl894bFYoGhh9dPg8EAi59eP/0aco888gjGjx+PqKgoxMfHe3SMJEl48MEHkZKSgsjISFxyySX48ccfZXVaWlrwpz/9CRqNBtHR0ZgxYwYMBoMfzuBXVosF8+fMxlXTp8DY6XcZDQZcNX0K5s+ZzaDzkMNmRVHBXNw5fyaqTfIHfq3ZiAduuAoPL5rPoPNQo92KJ/50HVbcNAd1nf5wqDNX4q+FV2PlbfkMOg/ZrBYUzLsS82dNhckof75XGg24esZU5M+ZzaDzkMViwYxZs5GbNwX6Tq+feoMBuXl5mDFzpl+Czq8h19raijlz5uCWW27x+JjHHnsMq1atwrPPPotvv/0WWq0WkydPhs1mc9dZsmQJtmzZgrfffhtff/017HY7pk+fDpfL5Y/TAADY7XbU1tTg6JFyXH3FVHfQGQ0GXH3FVBw9Uo7amhrY7Xa/9UFJGh12NNTVwqQ/imULZrmDriPgrkaV4Sgsx2rR5OD19ESzwwHrsVrUGCvw6M3XuIOuzlyJv940B9WGCljra9HU6DjFPR0YHHY76mproD96BAtmT3MHXaXRgDkzpqHiSDlqa2vhsPHx6Qmb3Y6amhqUl5cjb8pUd9DpDQbk5eWhvLwcNTU1std5X1FJkuB06R5Yv349lixZgoaGhl7rSZKElJQULFmyBHfffTeAjru25ORkrFy5EjfffDMsFgsSExPxxhtvYO7cuQCAyspKpKenY+vWrcjLy+uzP1arFWq1GgePViI2Ls7j8zgx0DKGZuLpF17C4kWF7p/f/egTpKaledweADT5YMZ7h9MHbbSK/YFg78fx1SYjli2YBZP+KHTpGfjT357GU0WLUWU4iuS0DDz86rvQaFO9ajOQVyGoM1fi0ZuvQY2xAompQ/DHvz6F5x+4HdWGCiSlDcH9a99BgjbFqzYDeRUCk9GABbOnQX/0CNIzhuLpF17C7bfchIoj5RgyNBPvfLgVKanePd8VswpBP+gNBuRNmYry8nJkZmZi3bp1KCgocP+8fft2pHvx+mm1WpGs1cJisSCul9fx0yrkDh8+jDPOOAPfffcdRo0a5S6fOXMm4uPj8dprr+Hzzz/HxIkTcezYMQwaNMhd5/zzz8esWbOwfPnyLu22tLSgpaXF/bPVakV6errXIQfIg+64/gYcENghB8iD7rj+BhwQ2CEHyIPuuP4GHBDYIQfIg+64/gYcENghB8iD7rj+BBzgecidVgNPzGYzACA5OVlWnpyc7N5nNpsRFhYmC7jOdTpbsWIF1Gq1e0tPT+93H1PT0vD0Cy/Jyp5+4aV+BRwBSbpU3P3352Rlt694ul8BR0CCNgU3PbRaVnbLw0/1K+AI0KWm4e/PyZ/vTz2/tl8BR0B6WhrWvSy/nuvWrfM64Lzhdcg9+OCDUKlUvW779u0T6pSq01+xkiR1KeustzpFRUWwWCzuTa/X97tvRoMBixcVysoWLyrsMhiFPFNtMmLlXbfKyp4qWoxac/ejsKh3deZKrP2/JbKy5x+4vctgFPKMyWjAXbfKn++333ITKo18vveH3mBAwY3y61lQUNBlMIoveR1yt912Gw4cONDrNnLkyH51RqvVAkCXO7Lq6mr33Z1Wq0Vrayvq6+t7rNNZeHg44uLiZFt/dP5M7oNtO5AxNLPLYBTyTOfP5P72xgdITstAleEoHrjhagadlzp/JveXV7cgKW0Iqg0V+Gs3oy6pd50/k9vySTGGDM1ExZFyzJkxjUHnpc6fyX3++efIzMzsGIySl+e3oPM65DQaDUaMGNHrFhER0a/OZGZmQqvVori42F3W2tqKXbt2Yfz48QCArKwshIaGyuqYTCb88MMP7jr+UGk0ygLu3Y8+wQXjsvHuR5/Igq6n79GRXI25UhZwj294HyN+ewEefvXdTkHHF2ZPHKsyyQLunhf/gbPOH4P7174jD7oevkdHcuZKoyzgNmzZijFjs/HOh1tlQWfi890jBqNRFnDbt32CnOxsbN++XRZ0/vgqmF8/k6uoqEBZWRkqKirgcrlQVlaGsrIy2TD7ESNGYMuWLQA63qZcsmQJ/va3v2HLli344YcfsHDhQkRFReHaa68FAKjVahQUFODOO+/EZ599htLSUixYsADnnXceJk2a5LdziYmJgSYxscsgk9S0NHfQaRITERMT47c+KElUdAziEzTugEvSdXwGp9GmuoNOPViDyGheT09EREcjbrDGHXDHP4NL0Ka4gy5ukAaRUdGnuKcDQ3RMDBI0ie6A0/3yGVxKapo76DQaDaJj+fj0RGxMDBITE90Bd/wzuPS0NHfQJSYmIjY21ue/26+jKxcuXIjXXnutS/kXX3yBSy65pKMDKhVeffVVLFy4EEDHZ2vLly/Hiy++iPr6eowbNw7PPfec7C3Q5uZm3HXXXXjzzTfR1NSEiRMnYs2aNR4PKOnvVwisFgvsdjtSUrsOiqg0GhETE4M4tdrj9oDAHl3psFnR6LAj8ZcXZFtLm3tfrbkSkdExiI717q3lQB5d2Wi3otnhwOBkHQAgNOjXNuqqTIiMikaUl9czkEdX2qwWOOx2aFM6nu+RIb9eT5PRiOjYGMTFefd8D+TRlRaLBTa7HWnHXz9Vv14Lg8GA2NhYqL14/TytvkJwuulvyPlDIIdcZyeGXH8Fcsh1dmLI9Vcgh1xnJ4Zcv9sI4JDrQiV2LQbkVwiIiIh8iSFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlIshhwRESkWQ46IiBRLfCqCAej4JC92Pyy17q0mH8zQ0eiDGU8aBWcs8cWsK42nyYwnrQqZ8cTpgxlPJB/MFBLiFH+ZCWsTa8MX59Hmg5lG2nww40kLZzwBANh+ef3ua9KugAy54xcna+TwU9wTIiISYbPZep3zMiDnrmxvb0dlZSViY2P7XIy1J1arFenp6dDr9f1en45+xevpW7yevsXr6Vu+uJ6SJMFmsyElJQVBQT3fFQbknVxQUBDSfLTcusgirNQVr6dv8Xr6Fq+nb4leT09WLeDAEyIiUiyGHBERKRZDrp/Cw8Pxl7/8BeHh4ae6K4rA6+lbvJ6+xevpWyfzegbkwBMiIgoMvJMjIiLFYsgREZFiMeSIiEixGHJERKRYDDkvPPLIIxg/fjyioqIQHx/v0TGSJOHBBx9ESkoKIiMjcckll+DHH3/0b0cHiPr6euTn50OtVkOtViM/Px8NDQ29HrNw4UKoVCrZlp2dfXI6fJpZs2YNMjMzERERgaysLHz11Ve91t+1axeysrIQERGBYcOG4YUXXjhJPR0YvLmeO3fu7PI4VKlU+Pnnn09ij09fX375Ja644gqkpKRApVLh/fff7/MYfz0+GXJeaG1txZw5c3DLLbd4fMxjjz2GVatW4dlnn8W3334LrVaLyZMnu+fPDGTXXnstysrKsG3bNmzbtg1lZWXIz8/v87gpU6bAZDK5t61bt56E3p5eNm3ahCVLluC+++5DaWkpJkyYgKlTp6KioqLb+uXl5Zg2bRomTJiA0tJS3HvvvVi8eDE2b958knt+evL2eh538OBB2WPxzDPPPEk9Pr05HA6cf/75ePbZZz2q79fHp0Ree/XVVyW1Wt1nvfb2dkmr1UqPPvqou6y5uVlSq9XSCy+84Mcenv5++uknCYC0Z88ed1lJSYkEQPr55597PO7666+XZs6ceRJ6eHobO3astGjRIlnZiBEjpHvuuafb+n/+85+lESNGyMpuvvlmKTs72299HEi8vZ5ffPGFBECqr68/Cb0b2ABIW7Zs6bWOPx+fvJPzo/LycpjNZuTm5rrLwsPDcfHFF2P37t2nsGenXklJCdRqNcaNG+cuy87Ohlqt7vPa7Ny5E0lJSTjrrLNQWFiI6upqf3f3tNLa2or9+/fLHlcAkJub2+O1Kykp6VI/Ly8P+/btg9Pp9FtfB4L+XM/jRo0aBZ1Oh4kTJ+KLL77wZzcVzZ+PT4acH5nNZgBAcnKyrDw5Odm9L1CZzWYkJSV1KU9KSur12kydOhUbN27E559/jieeeALffvstLrvsMrS0tPizu6eV2tpauFwurx5XZrO52/ptbW2ora31W18Hgv5cT51Oh7Vr12Lz5s147733MHz4cEycOBFffvnlyeiy4vjz8RmQqxCc6MEHH8Ty5ct7rfPtt99izJgx/f4dnZfzkSSp30v8nO48vZ5A1+sC9H1t5s6d6/73yJEjMWbMGGRkZODjjz/GlVde2c9eD0zePq66q99deaDy5noOHz4cw4f/uh5lTk4O9Ho9Hn/8cVx00UV+7adS+evxGfAhd9ttt2HevHm91hk6dGi/2tZqtQA6/krR6XTu8urq6i5/tSiFp9fzX//6F6qqqrrsq6mp8era6HQ6ZGRk4NChQ173daDSaDQIDg7ucpfR2+NKq9V2Wz8kJAQJCQl+6+tA0J/r2Z3s7Gxs2LDB190LCP58fAZ8yGk0Gmg0Gr+0nZmZCa1Wi+LiYowaNQpAx/v/u3btwsqVK/3yO081T69nTk4OLBYLvvnmG4wdOxYAsHfvXlgsFowfP97j31dXVwe9Xi/7I0LpwsLCkJWVheLiYsyePdtdXlxcjJkzZ3Z7TE5ODj766CNZ2aeffooxY8YgNDTUr/093fXnenantLQ0oB6HvuTXx6fw0JUAcvToUam0tFRavny5FBMTI5WWlkqlpaWSzWZz1xk+fLj03nvvuX9+9NFHJbVaLb333nvSv//9b+n3v/+9pNPpJKvVeipO4bQyZcoU6Te/+Y1UUlIilZSUSOedd540ffp0WZ0Tr6fNZpPuvPNOaffu3VJ5ebn0xRdfSDk5OVJqamrAXc+3335bCg0NldatWyf99NNP0pIlS6To6GjpyJEjkiRJ0j333CPl5+e76x8+fFiKioqS7rjjDumnn36S1q1bJ4WGhkrvvvvuqTqF04q31/PJJ5+UtmzZIv3nP/+RfvjhB+mee+6RAEibN28+VadwWrHZbO7XRwDSqlWrpNLSUuno0aOSJJ3cxydDzgvXX3+9BKDL9sUXX7jrAJBeffVV98/t7e3SX/7yF0mr1Urh4eHSRRddJP373/8++Z0/DdXV1Unz58+XYmNjpdjYWGn+/PldhmSfeD0bGxul3NxcKTExUQoNDZWGDBkiXX/99VJFRcXJ7/xp4LnnnpMyMjKksLAwafTo0dKuXbvc+66//nrp4osvltXfuXOnNGrUKCksLEwaOnSo9Pzzz5/kHp/evLmeK1eulM444wwpIiJCGjRokPS73/1O+vjjj09Br09Px79i0Xm7/vrrJUk6uY9PLrVDRESKxa8QEBGRYjHkiIhIsRhyRESkWAw5IiJSLIYcEREpFkOOiIgUiyFHRESKxZAjIiLFYsgREZFiMeSIiEixGHJERKRYDDkiIlKs/w+bftggAvwXtAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection =\"3d\")\n",
    "\n",
    "ax.scatter(xx1_data, xx2_data, yy_data, marker = 'x', c = 'k')\n",
    "ax.plot_wireframe(xx1_data, xx2_data, yy_data)\n",
    "\n",
    "methods = ['linear', 'cubic']\n",
    "\n",
    "for kind in methods:\n",
    "    \n",
    "    f_interp = interp2d(xx1_data, xx2_data, yy_data, kind=kind)\n",
    "    yy_interp_2D = f_interp(x1_grid, x2_grid)\n",
    "    \n",
    "    plt.figure()\n",
    "    \n",
    "    lims = dict(cmap='RdBu_r', vmin=-0.4, vmax=0.4)\n",
    "    plt.pcolormesh(xx1_grid, xx2_grid, yy_interp_2D, shading='flat', **lims)\n",
    "    plt.scatter(xx1_data.ravel(),xx2_data.ravel(), marker = 'x', c = 'k')\n",
    "    plt.axis('scaled')\n",
    "    plt.xlim([-1.1, 1.1])\n",
    "    plt.ylim([-1.1, 1.1])\n",
    "    plt.autoscale(enable=True, axis='x', tight=True)\n",
    "    plt.autoscale(enable=True, axis='y', tight=True)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    ax = plt.axes(projection =\"3d\")\n",
    "    \n",
    "    ax.scatter(xx1_data, xx2_data, yy_data, marker = 'x', c = 'k')\n",
    "    ax.plot_wireframe(xx1_grid, xx2_grid, yy_interp_2D)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
